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.
Tentative schedule:
| 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) / 20.4. (cs) | Scaling up RL | ||
| 9 | 13.4. | 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 |