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3 | 3 | # [Chapter 4. Generating Song lyrics with RNN](#) |
4 | 4 |
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5 | 5 |
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6 | | -* [4.1. Hola Recurrent Neural Networks](#) |
| 6 | +* [4.1. Hola Recurrent Neural Networks](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/04.%20Generating%20Song%20Lyrics%20Using%20RNN/4.01%20Hola%20Recurrent%20Neural%20Networks.ipynb) |
7 | 7 | * 4.1. The difference between feedforward networks and RNN |
8 | 8 | * 4.2. Forward Propagation in RNN |
9 | 9 | * 4.3. Backpropagation through time (BPTT) |
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14 | 14 | * 4.5. Vanishing and Exploding Gradients |
15 | 15 | * 4.5.1. Vanishing Gradients |
16 | 16 | * 4.5.2. Exploding Gradients |
17 | | -* [4.6. Generating song lyrics using RNN](#) |
| 17 | +* [4.6. Generating song lyrics using RNN](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/04.%20Generating%20Song%20Lyrics%20Using%20RNN/4.06%20Generating%20Song%20Lyrics%20Using%20RNN.ipynb) |
18 | 18 | * 4.7. Different types of RNN architectures |
19 | 19 | * 4.7.1. One-to-One Architecture |
20 | 20 | * 4.7.2. One-to-Many Architecture |
21 | 21 | * 4.7.3. Many-to-One Architecture |
22 | | - * 4.7.4. Many-to-Many Architecture |
| 22 | + * 4.7.4. Many-to-Many Architecture |
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