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11 | 11 | * 4.4.1. Gradients with respect to hidden to output layer weights, V |
12 | 12 | * 4.4.2. Gradients with respect to hidden to hidden layer weights, W |
13 | 13 | * 4.4.3. Gradients with respect to input to hidden layer weights, U |
14 | | -* 4.5. Vanishing and Exploding Gradients |
15 | | - * 4.5.1. Vanishing Gradients |
16 | | - * 4.5.2. Exploding Gradients |
| 14 | +* [4.5. Vanishing and Exploding Gradients](https://github.com/sudharsan13296/Hands-On-Deep-Learning-Algorithms-with-Python/blob/master/04.%20Generating%20Song%20Lyrics%20Using%20RNN/4.05%20Vanishing%20and%20Exploding%20Gradients.ipynb) |
| 15 | + * 4.5.1. Gradient Clipping |
| 16 | + |
17 | 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 |
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