8 douetteau-dataiku-datatuesdayopensource-130228102749-phpapp01
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Hal’s HeadacheData Tuesday
02/25/2013 Florian Douetteau
04/10/2023 2
Meet Hal Alowne
Dataiku - Data Tuesday
Big Guys• 10B$+ Revenue• 100M+ customers• 100+ Data Scientist
Hal AlowneBI ManagerDim’s Private Showroom
Hey Hal ! We need a big data platform
like the big guys.Let’s just do as they do!
‟”European E-commerce Web site
• 100M$ Revenue• 1 Million customer• 1 Data Analyst (Hal Himself)
Dim SumCEO & Founder Dim’s Private Showroom
Big DataCopy Cat Project
04/10/2023Dataiku - Data Tuesday 3
CHOOSE TECHNOLOGY
HadoopCeph
Sphere
Cassandra
Spark
Scikit-Learn
MahoutWEKA
MLBase
RapidMiner
Panda
D3Crossfilter
InfiniDBLucidDB
Impala
Elastic Search
SOLR
MongoDBRiak
Membase
Pig HiveCascadingTalend
Machine Learning Mystery Land
Scalability CentralNoSQL-Slavia
SQL Colunnar Republic
Vizualization CountyData Clean Wasteland
Statistician Old House
R
04/10/2023Dataiku - Data Tuesday 4
LEARN MACHINE LEARNING STUFF
Find People that understand machine learning and all this stuff
Try to understand myself
04/10/2023Dataiku - Data Tuesday 5
DO IT
Hadoop
SQL
D3
R
ElasticSearchWeb Logs
CRM
Open Data Storm
Connect things together Pour Data in Clean Data Fix the leaks Start again
Gigabytes
Terabytes
Megabytes
04/10/2023Dataiku - Data Tuesday 6
MERIT = TIME + ROI
Targeted Newsletter
RecommenderSystem
Dynamic Pricing
TIME : 6 MONTHS ROI : APPS
Build a lab in 6 months (rather than 18 months)
Find the right people
(6 months?)
Choose the technology(6 months?)
Make it work (6 months?)
Build the lab (6 months)
Deploy apps that actually deliver value
2013 2014
2013
• Train People• Reuse working patterns
04/10/2023Dataiku - Data Tuesday 7
D1
Flow
Impact
Dataiku
Data Is Money
One fake customer A few real ones
One Goal
Help you build your data lab in less than six months
‟”
One platform with an open source core
Shaker
Doctor
Feedback
all-in-one data scientists distribution
Manage datasetsand transformations
Export Predictions
DiagnoseData
PrepareData
Continuous Loopback
04/10/2023 8
Thank You !
Dataiku - Data Tuesday