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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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