h2o machine learning use cases
TRANSCRIPT
H2O Machine Learning Use Cases
Jo-fai (Joe) ChowData [email protected]
satRday #1MTA TTK, Budapest, Hungary
3rd September, 2016
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About Me: C iv i l Engineer → Data Sc ientist
• 2005 - 2015
• Water Engineero Consultant for Utilitieso EngD Research
• 2015 - Present
• Data Scientisto Virgin Media (UK)o Domino Data Lab (US)o H2O.ai (US)
Why? Long story – see bit.ly/joe_h2o_talk2
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About this Talk
• Introduction to H2O
• Machine learning use cases from our users
About H2O.ai
• H2O.ai, the Companyo Team: 80 (71 shown)o Founded in 2012, o HQ: Mountain View, California
• H2O, the Platformo Open Source (Apache 2.0)o R, Python, Scala, Java and Web Interfaceso Distributed Algorithms that Scale to Big
Datao Works with Laptop, Hadoop & Spark
Joe
Jakub(Kuba)
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Current Algorithm Overview
satRdayWorkshop
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H2O Interfaces – R, Python & Others
• R
• Python
• Resources - docs.h2o.ai
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H2O R Code Example
Slide & Code for Workshop:
bit.ly/h2o_budapest_workshop
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H2O Interfaces – Web (H2O Flow)
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Export Plain Old Java Object (POJO)
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Use Cases
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Telenor – Why H2O?
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Telenor – Use Case
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H2O in Brazi l
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R + H2O + Spark at EARL 2016
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Our Customers
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Szi lard Pafka
• Budapest DS Meetupo Big thanks to Szilard
Pafka• Intro to ML with H2O
o Link (video)o Link (Slides)
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Szi lard – Why H2O?
• Szilard’s Summary Slide
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H2O is Evolving
• Advanced data munging• Visual ML• Deep Water
o H2O + TensorFlow, mxnet, Theano, Caffe …
o GPU• Steam
• YouTube Playlist
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H2O Integration with Other L ibraries
• H2O + TensorFlow demo • H2O + MLLib SVM demo
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We’re Hir ing!
• Check it out• www.h2o.ai/careers/
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Thanks!
• Contacto [email protected] @matlabulouso github.com/woobe
• Resourceso docs.h2o.ai
• Slides and Codeo github.com/h2oai/h2o-meetups
• Sponsors & Organizerso satRdayso Budapest Data Science
Meetup