| Timestamp | Description |
|---|---|
| 00:00:00 | Neural Networks I |
| 00:00:39 | Neural networks learn a function |
| 00:03:34 | Why we need a bias |
| 00:04:49 | Why we need a non-linearity |
| 00:05:55 | The main building block of neural networks |
| 00:09:17 | Combining units into neural networks |
| 00:11:08 | Neural networks as matrix operations |
| 00:13:51 | Neural network setups and loss functions |
| 00:23:45 | Backpropagation: Learning to get better |
| 00:33:45 | Neural networks search for transformations |
| 00:34:55 | DEMO: Building neural networks from scratch |
| 01:09:29 | Neural Networks I recap |