ibm smarter analytics für big data - digitale technologien
TRANSCRIPT
copy 2015 IBM Corporation1
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Technologie Workshop bdquoBig Datardquo22 Juni 2015
Axel J SchwarzMobil +49 171 5619419
E-Mail axeljschwarzdeibmcom
v13
FZI Forschungszentrum Informatik
am Karlsruher Institut fuumlr Technologie
copy 2015 IBM Corporation2
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Hadoop amp
Streaming
Data
New
Sources
Unstructured
Exploratory
Iterative
StructuredRepeatabl
eLinear
Data
Warehouse
Traditional
Sources
Traditional ApproachStructured analytical logical
New ApproachCreative holistic thought intuition
Enterprise
Integration
Customer Data
Transaction Data
3rd Party Data
Core System Data
Web Logs URLs
Social Data
Text Data emails chats
Log data
Analytics is expanding from enterprise data to big data creating new opportunities for competitive advantage
Contact Center notes
Geolocation data
Paradigm shift enabled by bdquoBig Dataldquo
copy 2015 IBM Corporation3
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Paradigm shift enabled by bdquoBig Dataldquo
Leverage more of the data being captured
copy 2015 IBM Corporation4
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Carefully cleanse information before any analysis
Analyze information as is cleanse as needed
Small amount of carefully
organized information
Large amount of
messy information
Paradigm shift enabled by bdquoBig Dataldquo
Reduce effort required to leverage data
copy 2015 IBM Corporation5
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
Paradigm shift enabled by bdquoBig Dataldquo
Data leads the waymdashand sometimes correlations are good enough
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation2
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Hadoop amp
Streaming
Data
New
Sources
Unstructured
Exploratory
Iterative
StructuredRepeatabl
eLinear
Data
Warehouse
Traditional
Sources
Traditional ApproachStructured analytical logical
New ApproachCreative holistic thought intuition
Enterprise
Integration
Customer Data
Transaction Data
3rd Party Data
Core System Data
Web Logs URLs
Social Data
Text Data emails chats
Log data
Analytics is expanding from enterprise data to big data creating new opportunities for competitive advantage
Contact Center notes
Geolocation data
Paradigm shift enabled by bdquoBig Dataldquo
copy 2015 IBM Corporation3
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Paradigm shift enabled by bdquoBig Dataldquo
Leverage more of the data being captured
copy 2015 IBM Corporation4
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Carefully cleanse information before any analysis
Analyze information as is cleanse as needed
Small amount of carefully
organized information
Large amount of
messy information
Paradigm shift enabled by bdquoBig Dataldquo
Reduce effort required to leverage data
copy 2015 IBM Corporation5
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
Paradigm shift enabled by bdquoBig Dataldquo
Data leads the waymdashand sometimes correlations are good enough
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation3
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Paradigm shift enabled by bdquoBig Dataldquo
Leverage more of the data being captured
copy 2015 IBM Corporation4
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Carefully cleanse information before any analysis
Analyze information as is cleanse as needed
Small amount of carefully
organized information
Large amount of
messy information
Paradigm shift enabled by bdquoBig Dataldquo
Reduce effort required to leverage data
copy 2015 IBM Corporation5
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
Paradigm shift enabled by bdquoBig Dataldquo
Data leads the waymdashand sometimes correlations are good enough
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation4
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Carefully cleanse information before any analysis
Analyze information as is cleanse as needed
Small amount of carefully
organized information
Large amount of
messy information
Paradigm shift enabled by bdquoBig Dataldquo
Reduce effort required to leverage data
copy 2015 IBM Corporation5
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
Paradigm shift enabled by bdquoBig Dataldquo
Data leads the waymdashand sometimes correlations are good enough
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation5
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
Paradigm shift enabled by bdquoBig Dataldquo
Data leads the waymdashand sometimes correlations are good enough
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation6
IBM Smarter Analytics fuumlr bdquoBig Datardquo
TRADITIONAL APPROACH BIG DATA APPROACH
Analyze data after itrsquos been processed and landed in a warehouse
or mart
Analyze data in motion as itrsquos generated in real-time
Repository InsightAnalysisData
Data
Insight
Analysis
Paradigm shift enabled by bdquoBig Dataldquo
Leverage data as it is captured
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation7
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation8
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Paradigm shift enabled by bdquoBig Dataldquo - Summary
TR
AD
ITIO
NA
L A
PP
RO
AC
H BIG
DA
TA
AP
PR
OA
CH
Analyze small subsets of information
Analyze all information
Analyzedinformation
All available information
All available informationanalyzed
Start with hypothesis andtest against selected data
Explore all data andidentify correlations
Hypothesis Question
DataAnswer
Data Exploration
CorrelationInsight
EXACT
SLOW
EVERYTHING
LACK OFCONTROL
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation9
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Uumlberblick
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation10
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten - Detaillierung
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation11
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Big Data amp Analytics Referenz-Architektur
Komponenten ndash Fokus
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation12
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Familiar Interfaces amp Integration
with Established Tools
Open Source Innovation Technical Standards
New Analytics Capabilities
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Investing in Four Catalysts for Big Data Adoption
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation13
IBM Smarter Analytics fuumlr bdquoBig Datardquo
To further accelerate open source innovation for theSpark ecosystem IBM is taking the following actions
IBM will build Spark into the core of the companyrsquos analyticsand commerce platforms
IBMs Watson Health Cloud will leverage Spark as a key under-pinning for its insight platform helping to deliver faster timeto value for medical providers and researchers as they accessnew analytics around population health data
IBM will open source its breakthrough IBM SystemML machinelearning technology and collaborate with Databricks to advanceSparkrsquos machine learning capabilities
IBM will offer Spark as a Cloud service on IBM Bluemix to make it possible for app developers to quickly load data model it and derive the predictive artifact to use in their app
IBM will commit more than 3500 researchers and developers to work on Spark-related projects [hellip] and open a Spark Technology Center in San Francisco [hellip]
IBM will educate more than 1 million data scientists and data engineers on Spark through extensive partnerships with AMPLab DataCamp MetiStream Galvanize and BigData University MOOC
In-Memory bdquoBig Dataldquo Processing - Apache
hellippotentially the most significant open source project of the next decade
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation14
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory Performance
Ease of Development
Combine Workflows
Unlimited Scale
Enterprise Platform
Wide Range of
Data Formats
In-Memory bdquoBig Dataldquo Processing - Apache Spark
The Combination The Flexibility of Spark on a Stable Hadoop Platform
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation15
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Uwe Seiler Zoo voller Gehege in iX Developer Big Data 22015 S37
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Die wichtigsten Bewohner des bdquoHadoop-Zoosrdquo
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation16
IBM Smarter Analytics fuumlr bdquoBig Datardquo
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Whatrsquos the scoop with Hadoop
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation17
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark Libraries
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation18
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Apache Spark
Spark SQLSpark
StreamingGraphX MLlib SparkR
Apache Hadoop-HDFS
Apache Hadoop-YARNResource
management
Storage
management
Compute
layerSlave node 1 Slave node 2 Slave node nhellip
In-Memory bdquoBig Dataldquo Processing - Apache Spark
Spark on Hadoop
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation19
IBM Smarter Analytics fuumlr bdquoBig Datardquo
100 open source code
Commitment to currency ldquodays not monthsrdquo
Includes Spark
Free for production use
Decoupled Apache Hadoop from IBM analytics and data science technologies
Production support offering available
Apache Open Source Components
HDFS
YARN
MapReduce
Ambari HBase
Spark
Flume
Hive Pig
Sqoop
HCatalog
SolrLucene
IBM Open Platform with Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM Open Platform with Apache Hadoop
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation20
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Open source technologies are the base for IBM software and solutions
IBMrsquos long history of deep open source commitment
Apache Software Foundation Founding member in 1999
Cloud Foundry 1 contributor Basis for Bluemix
OpenStack 4 contributor Basis for IBMrsquos IaaS
Linux 3 contributor IBM first enterprise backer of Linux
HadoopSpark Extensive investment in open source contribution Integration with Analytics software
Infrastructure
Systems
Application
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM is Committed to Open Source
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation21
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Text Analytics
POSIX Distributed File System
Multi-workload Multi-tenant
scheduling
IBM BigInsights
Enterprise Management
Machine Learning
with Big R
Big R
IBM Open Platform with Apache Hadoop
IBM BigInsights
Data Scientist
IBM BigInsights
Analyst
Big SQL
BigSheets
Big SQL
BigSheets
for Apache Hadoop
In-Memory bdquoBig Dataldquo Processing - Apache Spark
IBM BigInsights for Apache Hadoop
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation22
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Link httpwwwsidapde
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation23
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
Otto von Bismarck Winston Churchill
bdquoDer Weise lernt von den Fehlern der Anderen der Dumme aus den Eigenenrdquo
Device Geraumlt Apparat EinrichtungVerfahren Einheit Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation24
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation25
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation26
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Die Qualitaumlt der Vorhersagen von Fehlern waumlchst mit der Anzahl der Eintraumlge in die Datenbasis
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
Exkurs SIDAP
Echtzeit-Betriebsanalyse ndash Betrieb auf Basis globaler Erfahrung
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation27
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Datenaggregation im Rahmen von SIDAP
Quelle Dr T Poumltter Dr M Steffen (beide Bayer Technology Services)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation28
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases
copy 2015 IBM Corporation28
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation29
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Use-Cases und Aufgabenbereiche der Partner
copy 2015 IBM Corporation29
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation30
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs SIDAP
Echtzeit-Betriebsanalyse (Operations Analysis)
InfoSphere
Streams
SPSS
Modeler
InfoSphere
BigInsights
Raw Data Predict and Classify
SPSS
Modeler
Historical Reporting and Analysis
Real-time Monitoring
Store Results
DashboardBI
Federated
Navigation
and Discovery
Ra
w L
og
s a
nd
Ma
ch
ine
Da
ta
Capture Data Stream Identify Anomaly
Predict and Score
SPSS
Modeler
Data Warehouse
Aggregate Results
Decision
Management
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation31
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBMrsquos Internet of Things Foundation
Connect
Collect
Manage
Assemble
Secure Device Registration Scalable Device Connectivity Historian Visual wiring PAYG SaaS pricing Powered by IBM MessageSight technology
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation32
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IoT becomes a Composable Business
IoT Foundation
IoT-related Bluemix services
Secure Device Registration Scalable Device Connectivity Historian Visual wiring
Rules Push Geo location Analytics Asset management Predictive Maintenancehellip
Devices amp Gateways
IoT end-end solutions
Connected appliance solutions Smarter home solutionshellip
Device recipe open
community
App tips open community
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation33
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
IBM Bluemix ndash How to build a smarter App
Der Link zum Video findet sich im Anhang dieser Praumlsentation
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation34
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation34
Exkurs Internet of Things
IBM Internet of Things Foundation
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation35
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation35
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation36
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
36 copy 2015 IBM Corporation
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation37
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation37
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation38
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation38
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation39
IBM Smarter Analytics fuumlr bdquoBig DatardquoIBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation39
Exkurs Internet of Things
IBM Internet of Things Foundation ndash Status Quo
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation40
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Connect
Exkurs Internet of Things
Device Recipes make it faster
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation41
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Publish the same data to many applications with MQTT
Connect
Visualisation on app or Brower based interface
App on Bluemix
Access control via Application Registration amp Secure Token
Compose with other IoTServices in Bluemix
eg HD Insights Notification services Twitter analytics
Exkurs Internet of Things
Application Connection
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation42
IBM Smarter Analytics fuumlr bdquoBig Datardquo
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation42
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
copy 2015 IBM Corporation43
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Exkurs Internet of Things
Beispiel
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation44
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ia
IBM Bluemix
Linkhttpwwwibmcombluemix
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation45
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung Ib
IBM Internet of Things Zone auf Bluemix
IoT Zone in Bluemix
ibmbiztry_iot
oder
httpsbluemixnetsolutionsiot
IBM Internet of Things
Foundation
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation46
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung II
IBM Watson Analytics
Linkhttpwwwibmcomanalyticswatson-analytics
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation47
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Empfehlung III
bdquoBig Dataldquo University
Linkhttpbigdatauniversitycom
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation48
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Dipl Wirtsch-Ing
Axel J SchwarzMobik +49 171 5619419
E-Mail axeljschwarzdeibmcom
Software Client Architect
Vielen Dank
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)
copy 2015 IBM Corporation49
IBM Smarter Analytics fuumlr bdquoBig Datardquo
Quellen und Referenzen
LiteraturBlog-Beitraumlge
Ryan Baxter Bluemix and the Internet of Thingshttpryanjbaxtercom20140716bluemix-and-the-internet-of-things
Bernard Marr Spark Or Hadoop -- Which Is The Best Big Data Frameworkhttpwwwforbescomsitesbernardmarr20150622spark-or-hadoop-which-is-the-best-big-data-framework2
Paul Miller - IBM Backs Apache Spark For Big Data Analyticshttpwwwforbescomsitespaulmiller20150615ibm-backs-apache-spark-for-big-data-analytics
Videos
IBM IBM Big Data How it works - httpswwwyoutubecomwatchv=u5jWC89xBzI
Whatrsquos the Scoop with Hadoop - httpswwwyoutubecomwatchv=BcGqiJXcDo8
How to build a smarter app - httpswwwyoutubecomwatchv=E5TKNbWl2Co
Learn how to create a mobile app quickly using IBM BlueMix - httpswwwyoutubecomwatchv=DbXN2mz90b0
Links
IBM Emerging Technology - Node-RED httpnoderedorg
IBM developerWorks - IoT httpswwwibmdwnetiot
IBM developerWorks - Build a cloud-ready temperature sensor with the Arduino Uno and the IBM IoT Foundation httpwwwibmcomdeveloperworkscloudlibrarycl-bluemix-arduino-iot1indexhtml Bluemi
Bildquellen
IBM sowie lizenzfreie digitale Bilder der Medien-Bibliotheken 123RF (httpwww123rfcom) und StockXCHNG(httpwwwsxchu)