We will use Python during the seminars. The internet is full of resources on this popular language. For example this brief overview or the official handbook or the standard libraries index.
| No. | Week of | Topic | Sources | Links |
|---|---|---|---|---|
| 1 | 17.2. | Introduction, Python, BFS/DFS | Labs Notebooks (Google drive, accessible via FEL account) | |
| 2 | 24.2. | MDPs | ||
| 3 | 3.3. | POMDPs | ||
| 4 | 10.3. | A* | ||
| 5 | 17.3. | CSPs, Scheduling | ||
| 6 | 24.3. | The Bandit Problem | ||
| 7 | 31.3. | Value Iteration | Convergence of Value Iteration | |
| 8 | 7.4. | Scaling up RL | Link to CZ recording | |
| 9 | 14.4. | Test | ||
| 10 | 21.4. / 28.4. | Games - Alpha/Beta | ||
| 11 | 28.4. / 5.5. | Games - MCTS | ||
| 12 | 12.5. | Uncertainty in AI | Link to EN recording | |
| 13 | 19.5. | POMDPs |