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. | Topic | Sources | Links |
---|---|---|---|
1 | Introduction, Python, BFS/DFS | Labs Notebooks (Google drive) | |
2 | MDPs | ||
3 | POMDPs | ||
4 | A* | ||
5 | The Bandit Problem | ||
6 | Value Iteration | Convergence of Value Iteration | |
7 | Scaling up RL | ||
8 | Games - Alpha/Beta | ||
9 | Test | ||
10 | Games - MCTS | ||
11 | CSPs, Scheduling | ||
12 | Logic & Magic | ||
13 | Uncertainty in AI | ||
14 | POMDPs |