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# [Chapter 5. Improvements to the RNN](#)
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* 5.1. LSTM to the Rescue
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*[5.2. Understanding the LSTM cell](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/05.%20Improvements%20to%20the%20RNN/5.02%20Understanding%20the%20LSTM%20cell.ipynb)
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*[5.2. Understanding the LSTM cell](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/05.%20Improvements%20to%20the%20RNN/5.02%20Understanding%20the%20LSTM%20cell.ipynb)
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* 5.3. Forward propagation in LSTM
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* 5.4. Backpropagation in LSTM
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* 5.5. Deriving backpropagation of LSTM Step by step
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