introduction to deeplearning4j
TRANSCRIPT
● SKYMIND○ Deep Learning for enterprise○ founded by Adam Gibson and Chris Nicholson
● Daehyun Kim○ DL engineer
● Christine Leigh○ Head of Biz dev., Korea
WHO WE ARE
● WHAT IS AI?
● USE CASES
● WHAT WE DO
● DL4J
● DL IN PRODUCTION
● SKYMIND SERVICES
OVERVIEW
● Fraud Detection
● Recommender Systems
● Image Recognition
● Predictive Analytics○ Market Forecasting○ Churn/Turnover
DEEP LEARNING USE CASESGENERAL USE CASES
● TELECOM ○ FRANCE TELECOM’S MOBILE UNIT
ORANGE
● DATA CENTER○ CANONICAL & IBM
● BANK ○ LARGE U.S. BANK
DEEP LEARNING USE CASESCASE STUDIES
WE BUILT DEEPLEARNING4J
THE MOST WIDELY USED AI FRAMEWORK FOR JAVA
WHAT WE DO
DEEP LEARNING WORK FLOWSKYMIND ECOSYSTEM FOR DEVELOPING MODEL
DEEP LEARNING FRAMEWORKS GROWTHPOPULARITY GROWTH
MAJOR DEEP LEARNING LIBRARIES COMPARED
● In Academia vs. Production
● Data Scientists vs. Engineers
● Defining Production
● A solution
DEEP LEARNING IN PRODUCTION
● Secure, production-ready deep learning workflows for finance, healthcare, retail, manufacturing, telcos.
ENTERPRISE DEEP LEARNING
- Skymind’s open-source enterprise distribution- contains all of the necessary open-source components and proprietary
vendor integrations to build production-grade deep learning solutions.
SKYMIND INTELLIGENCE LAYER (SKIL)DEFINITION
SKYMIND INTELLIGENCE LAYER (SKIL)REFERENCE ARCHITECTURE
CONTAINERIZED DEEP LEARNING FOR ANY PLATFORM
● ON PREMISE● PUBLIC CLOUD
○ AWS○ AZURE○ GCE
● HYBRID CLOUD● DESKTOP
○ WINDOWS○ MAC
● ANDROID
DOCKER
DC/OS + SPARK
MESOS
SKYMIND SERVICES
● DEEP LEARNING
● SKYMIND
● DEEPLEARNING4J
● SKIL
CONCLUSION
http://skymind.ai
http://deeplearning.org
https://gitter.im/deeplearning4j/deeplearning4j
https://gitter.im/deeplearning4j/deeplearning4j/deeplearning4j-kr
MORE INFORMATION
Written by Skymind’s Adam Gibson and Josh Patterson.
#1 New Release in Data Modeling and Design on Amazon.
DEEP LEARNING : A PRACTITIONER’S APPROACH
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