EPISODE · Mar 29, 2017 · 58 MIN
How to Use Tensorflow for Seq2seq Models (LIVE)
from Siraj Raval
Let's build a Sequence to Sequence model in Tensorflow to learn exactly how they work. You can use this model to make chatbots, language translators, text generators, and much more . We'll go over memory, attention, and some variants (like bidirectional layers) both programmatically and mathematically. Code for this video: https://github.com/llSourcell/seq2seq_model_live/blob/master/2-seq2seq-advanced.ipynb Please Subscribe! And like. And comment. That's what keeps me going. More Learning resources: https://www.tensorflow.org/tutorials/seq2seq http://www.kdnuggets.com/2015/06/rnn-tutorial-sequence-learning-recurrent-neural-networks.html http://suriyadeepan.github.io/2016-06-28-easy-seq2seq/ https://indico.io/blog/sequence-modeling-neuralnets-part1/ http://www.wildml.com/2016/08/rnns-in-tensorflow-a-practical-guide-and-undocumented-features/ Join us in the Wizards Slack channel: http://wizards.herokuapp.com/ Streaming Live from UploadVR's Studio in San Francisco!: https://www.youtube.com/uploadvr And please support me on Patreon: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/
What this episode covers
Let's build a Sequence to Sequence model in Tensorflow to learn exactly how they work. You can use this model to make chatbots, language translators, text generators, and much more . We'll go over memory, attention, and some variants (like bidirectional layers) both programmatically and mathematically. Code for this video: https://github.com/llSourcell/seq2seq_model_live/blob/master/2-seq2seq-advanced.ipynb Please Subscribe! And like. And comment. That's what keeps me going. More Learning resources: https://www.tensorflow.org/tutorials/seq2seq http://www.kdnuggets.com/2015/06/rnn-tutorial-sequence-learning-recurrent-neural-networks.html http://suriyadeepan.github.io/2016-06-28-easy-seq2seq/ https://indico.io/blog/sequence-modeling-neuralnets-part1/ http://www.wildml.com/2016/08/rnns-in-tensorflow-a-practical-guide-and-undocumented-features/ Join us in the Wizards Slack channel: http://wizards.herokuapp.com/ Streaming Live from UploadVR's Studio in San Francisco!: https://www.youtube.com/uploadvr And please support me on Patreon: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/
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How to Use Tensorflow for Seq2seq Models (LIVE)
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