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 | 16.2. | Introduction, Python, BFS/DFS | Labs Notebooks (Google drive, accessible via FEL account) | |
| 2 | 23.2. | MDPs, NNs | ||
| 3 | 2.3. | POMDPs | ||
| 4 | 9.3. | A* | ||
| 5 | 16.3. | CSPs, Scheduling | ||
| 6 | 23.3. | The Bandit Problem | ||
| 7 | 30.3. | Value Iteration | Convergence of Value Iteration | |
| 8 | 6.4. (en) / 13.4. (cs) | Scaling up RL | ||
| 9 | 13.4. (en) / 20.4. (cs) | Test? | ||
| 10 | 20.4. (en) / 27.4. (cs) | Games - Alpha/Beta | ||
| 11 | 27.4. (en) / 4.5. (cs) | Games - MCTS | ||
| 12 | 11.5. | Uncertainty in AI | ||
| 13 | 18.5. | POMDPs |