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H2O & Tensorflow - Fabrizio

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Sri Ambati
Sri Ambati

An overview of Tensorflow, and then we'll walk through how to utilize this library within the H2O platform. Tensorflow is an open source, deep learning framework utilized by Google and Deepmind. #h2ony - Powered by the open source machine learning software H2O.ai. Contributors welcome at: https://github.com/h2oai - To view videos on H2O open source machine learning software, go to: https://www.youtube.com/user/0xdata

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CONFIDENTIAL Fabrizio Milo Deep Learning Architect and Engineer H20.ai July 19th, 2016
Products using Machine Learning
CONFIDENTIAL Whydid Google open sourced it ?
“By sharing what we believe to be one of the best machine learning toolboxes in the world, we hope to create an open standard for exchanging research ideas and putting machine learning in products.”
CONFIDENTIAL Architecture
Jeff Dean (Google) Spanner - a scalable, multi-version, globally distributed, and synchronously replicated database Some of the production system design and statistical machine translation system for Google Translate. BigTable, a large-scale semi-structured storage system. MapReduce a system for large-scale data processing applications. Google Brain a system for large-scale artificial neural networks LevelDB an open source on-disk key-value store. TensorFlow an open source machine learning software library.
Cor e Pyt hon C++ … Pl at f or m st r eam_execut or Fr amewor k
CONFIDENTIAL The Data Flow Graph
A = 1 C = 2 D = 3 E =4 result = C * D result = A – result result = result + E
Operations are the nodes
Tensors are the edges
Tensorflow Session Pyt hon API t f . get _var i abl e( ) sessi on = t f . Sessi on( ) t f . pl acehol der ( . . t f . t r uncat ed_var i abl e( . . t f . Var i abl e( . . t f . r el u( … Memory Management GPU CPU stream executor
CONFIDENTIAL Tensorflow Library
Tensorflow Operation Libraries: 1.Tensor manipulation (join, split, …) 2.Deep learning ops (ReLU, Sigmoid, BatchNorm..) 3.Optimizer (RMSProp AdaGrad, AdaDelta, ..) 4.Automatic Differentiation 5.Image Manipulation (Crop, resize, rotate ..) 6.Mp3 Audio exctraction And many more …
CONFIDENTIAL Tensorboard
Tensorboard Interactive Demo
https://www.tensorflow.org/versions/r0.9/how_tos/graph_viz/index.html
CONFIDENTIAL Distributed Graph Execution
Node Node Node Parameter Server Variable Variable Variable Variable VariableVariable Asynchronous Gradient Descent Training
Replicate the Whole Graph
Replicate only Part of the Graph
http://www.grpc.io/
CONFIDENTIAL Tensor Serving http://gitbhub.com/tensorflow/serving
Tensorflow Serving Execute Model Training Server Serialized Graph Model Serialized Graph Batch Request
CONFIDENTIAL Open Source Models
github.com/tensorflow/models
https://research.googleblog.com/2016/05/announcing-syntaxnet-worlds-most.html Syntaxnet
https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html Inception
https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html Inception
CONFIDENTIAL H2O & Tensorflow
H20 & Tensorflow AI everywhere architecture tools serving models H20
@fabmilo fabrizio@h2o.ai Thank you (Come talk to me)

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