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3 | 3 | # [Chapter 5. Improvements to the RNN](#) |
4 | 4 |
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5 | 5 | * 5.1. LSTM to the Rescue |
6 | | -* [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) |
| 6 | +* [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) |
7 | 7 | * 5.3. Forward propagation in LSTM |
8 | 8 | * 5.4. Backpropagation in LSTM |
9 | 9 | * 5.5. Deriving backpropagation of LSTM Step by step |
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