| Timestamp | Description |
|---|---|
| 00:00:00 | Topic modelling with LDA |
| 00:00:21 | The two assumptions an LDA topic model makes |
| 00:03:15 | Building an LDA Machine to generate documents |
| 00:10:16 | The Dirichlet distribution |
| 00:14:43 | Further enhancements to the LDA machine |
| 00:17:01 | LDA as generative model |
| 00:20:15 | Training an LDA model using Collapsed Gibbs Sampling |
| 00:28:44 | DEMO: Discovering topics in a news corpus and searching for similar documents |
| 00:45:24 | Topic model use cases and other models |