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Reading 11: Natural Language Processing and Recurrent Neural Networks
Recurrent Neural Networks
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Readings
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FCA - Section 8.5 until 8.5.4
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PML - Section 15.2
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ISLP - Section 10.5
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D2L - Chapters 9 and 10
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RNN (HdM)
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RNN Cheatsheet (Stanford)
Videos
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Harvard CS50 (1:27:00 - end)
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RNNs (StatQuest)
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LSTMs (StatQuest)
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sp25 Panopto
Notebooks
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Character-Level LSTM
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RNN Part 1 (rasbt)
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RNN Part 2 (rasbt)
Blogposts
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Word Embeddings (Lilian)
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RNN Stock Prices (Lilian)
RNNs (Zhou)
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BoW (Zhou)
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Word Embeddings (Olah)
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LSTMs (Olah)
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RNNs (Karpathy)
Yes you should understand backprop
Papers
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Neural Machine Translation by Jointly Learning to Align and Translate (Bahdanau et al.)
Quiz
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