| 00:00:00 | Seq2Seq and Attention |
| 00:00:37 | Seq2Seq as a general problem-solving approach |
| 00:02:17 | Translating language with a seq2seq model |
| 00:05:53 | Machine translation challenges |
| 00:09:07 | Effective decoding with Beam Search |
| 00:13:04 | Evaluating translation models with BLEU |
| 00:16:23 | The information bottleneck |
| 00:17:56 | Overcoming the bottleneck with Attention |
| 00:22:39 | Additive vs Multiplicative Attention |
| 00:26:47 | [DEMO] Neural Machine Translation WITHOUT Attention |
| 00:50:59 | [DEMO] Neural Machine Translation WITH Attention |
| 01:04:53 | Attention as information retrieval |