Deep Learning: Recurrent Neural Networks in Python

Deep Learning: Recurrent Neural Networks in Python

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Deep Learning: Recurrent Neural Networks in Python

Deep Learning: Recurrent Neural Networks in Python, GRU, LSTM, + more modern deep learning, machine learning, and data science for sequences

Created by Lazy Programmer Inc.

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What Will I Learn?

  • Understand the simple recurrent unit (Elman unit)
  • Understand the GRU (gated recurrent unit)
  • Understand the LSTM (long short-term memory unit)
  • Write various recurrent networks in Theano
  • Understand backpropagation through time
  • Understand how to mitigate the vanishing gradient problem
  • Solve the XOR and parity problems using a recurrent neural network
  • Use recurrent neural networks for language modeling
  • Use RNNs for generating text, like poetry
  • Visualize word embeddings and look for patterns in word vector representations

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