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Teaching Recurrent Neural Networks using Tensorflow (May 2016)

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Rajiv Shah
Rajiv Shah

This talk will provide an introduction to recurrent neural networks (RNNs). RNNs are designed to model sequential information and have provided impressive results for a variety of problems, such as speech recognition, language modeling, translation and image captioning. This talk walks through code in tensorflow for modeling a sine wave, performing basic addition, and generating handwriting. This was for a Chicago Tensorflow meetup in May 2016.

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Teaching Recurrent Neural Networks using Tensorflow  Rajiv Shah twitter: rajcs4 rshah@pobox.com www.rajivshah.com
Teaching Recurrent Neural Networks using Tensorflow • How they are used • Theory - http://playground.tensorflow.org/ • Learn a sine wave - http://tinyurl.com/raj-sine • Learn to add - http://tinyurl.com/raj-add • Learn handwriting - https://github.com/hardmaru/ write-rnn-tensorflow
Theory
Recurrent Neural Networks: Theory
Unrolling an RNN
RNN
LSTM
Examples of RNNs
Little more theory . . . but fun
Tensorflow Playground • http://playground.tensorflow.org/
Sine Wave
High Level Architecture • Function to get batches • Determined type of RNN cells and initialize them • Decide on cost function and hyper parameters (dropout, learning rate, optimizer, batch size, sequence length) • Run session
Go to the python notebook
Friendly Tensorflow - Using R / Shiny • Wrapped calls to tensorflow using the rPython language • Shiny provided a nice visual interface and the ability to quickly change different sorts of inputs / models • https://github.com/rajshah4/tensorflow_shiny
Adding
Teaching Kids to Add
Teaching to Add (array([[7], [4], [1], [8], [0], [3], [1], [5], [6], [9], [2], [0], [0], [0], [0]]), 46.0)
Go to the python notebook
Learning Handwriting
Links • http://www.cs.toronto.edu/~graves/handwriting.html • https://github.com/hardmaru/write-rnn-tensorflow
Take Aways • RNNs are sequential learners and state of the art • Understand why deep learning is powerful • See how a RNN learns to model a sine wave, add, learn handwriting . . .
Teaching Recurrent Neural Networks using Tensorflow  Rajiv Shah twitter: rajcs4 rshah@pobox.com www.rajivshah.com

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