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H2O Machine Learning Use Cases
Jo-fai (Joe) Chow
Data Scientist
joe@h2o.ai
satRday #1
MTA TTK, Budapest, Hungary
3rd September, 2016
About Me: Civil Engineer → Data Scientist
• 2005 - 2015
• Water Engineer
o Consultant for Utilities
o EngD Research
• 2015 - Present
• Data Scientist
o Virgin Media (UK)
o Domino Data Lab (US)
o H2O.ai (US)
2
Why? Long story – see bit.ly/joe_h2o_talk2
About this Talk
• Introduction to H2O
• Machine learning use
cases from our users
3
About H2O.ai
• H2O.ai, the Company
o Team: 80 (71 shown)
o Founded in 2012,
o HQ: Mountain View, California
• H2O, the Platform
o Open Source (Apache 2.0)
o R, Python, Scala, Java and Web
Interfaces
o Distributed Algorithms that Scale to
Big Data
o Works with Laptop, Hadoop & Spark
Joe
Jakub
(Kuba)
Current Algorithm Overview
5
satRday
Workshop
H2O Interfaces – R, Python & Others
• R
• Python
• Resources - docs.h2o.ai
6
H2O R Code Example
7
Slide & Code for Workshop:
bit.ly/h2o_budapest_workshop
H2O Interfaces – Web (H2O Flow)
8
Export Plain Old Java Object (POJO)
9
Use Cases
10
Telenor – Why H2O?
11
Telenor – Use Case
12
H2O in Brazil
13
R + H2O + Spark at EARL 2016
14
Our Customers
15
Szilard Pafka
• Budapest DS Meetup
o Big thanks to Szilard
Pafka
• Intro to ML with H2O
o Link (video)
o Link (Slides)
16
Szilard – Why H2O?
17
• Szilard’s Summary Slide
H2O is Evolving
• Advanced data munging
• Visual ML
• Deep Water
o H2O + TensorFlow,
mxnet, Theano, Caffe …
o GPU
• Steam
• YouTube Playlist
18
H2O Integration with Other Libraries
• H2O + TensorFlow demo • H2O + MLLib SVM demo
19
We’re Hiring!
• Check it out
• www.h2o.ai/careers/
20
Thanks!
• Contact
o joe@h2o.ai
o @matlabulous
o github.com/woobe
• Resources
o docs.h2o.ai
• Slides and Code
o github.com/h2oai/h2o-meetups
21
• Sponsors & Organizers
o satRdays
o Budapest Data Science
Meetup

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H2O Machine Learning Use Cases

Editor's Notes

  1. Team is growing rapidly Based in Mountain View – I am the only guy in UK/Europe VC: $34M in total