Topics
| Topics | lk2 |
rn3 |
Web links | ||
|---|---|---|---|---|---|
| 14 Jan | W/1 | Introductions, administrivia, Agents and environments | |||
| 21 Jan | W/2 | Problems and problem spaces, Informed search | 2.0-2.1, 3.0-3.2 | 3.1-3.4, 3.5.1 | |
| 26 Jan | M/3 | Optimal search, Branch and bound, A* revisited, Admissibility and informedness | 3.3-3.6 | 3.5 | |
| 28 Jan | W/3 | Search, continued, Minimax revisited | 3.7, 4.0-4.1 | 5.1-5.2 | |
| 02 Feb | M/4 | Evaluating and improving heuristics, Real time/time constrained AI, Stochastic, partially observable games, Representing game states, actions | 4.3-4.4 | 5.5-5.6 | |
| 04 Feb | W/4 | Game day | |||
| 09 Feb | M/5 | Alpha-beta pruning, Fuzzy logic | 4.2, 8.0-8.3 | 5.3, 14.7.3 | |
| 11 Feb | W/5 | Fuzzy logic continued | |||
| 16 Feb | M/6 | Project 1 implementation design, Bayesian reasoning revisited | 8.4 | 13.1-13.2 | |
| 18 Feb | W/6 | ||||
| 23 Feb | M/7 | Decision trees, linear models, Entropy | 10.4-10.5, 10.6-10.7 | 18.3-18.6 | |
| 25 Feb | W/7 | Entropy and ID3 continued | ID3 algorithm | ||
| 02 Mar | M/8 | Theorem proving, Math proofs, Propositional logic, Predicate logic, Unification | 5.0-5.2, 5.3-5.4 | 7.1-7.5, 9.2 | |
| 04 Mar | W/8 | ||||
| 16 Mar | M/10 | Hidden Markov models, Noisy channel model | 13.6, 13.9 | 15.1-15.3 | |
| 18 Mar | W/10 | HMMs and noisy channel model continued | |||
| 23 Mar | M/11 | Training and testing, Supervised learning, Evaluating models | 10.0-10.3 | 18.1-18.2 | How machines learn (CGP Grey); Precision and recall |
| 25 Mar | W/11 | Genetic algorithms | 12.2-12.3 | 4.1.4 | |
| 30 Mar | M/12 | Genetic algorithms continued | |||
| 01 Apr | W/12 | Neural networks, Perceptron models | 11.0-11.4 | 18.7-18.7.2 | |
| 06 Apr | M/13 | Multilayer neural networks, Backpropagation | 11.5-11.6 | 18.7.3-18.7.5 | |
| 08 Apr | W/13 | Ethics of AI classifiers, self-driving cars | |||
| 13 Apr | M/14 | Backpropagation continued, Genetic-neural programming, Planning problems | 14.0-14.2 | 10.1 | How machines *really* learn (CGP Grey) |
| 15 Apr | W/14 | Planning as search | 14.3 | 10.2 | |
| 20 Apr | M/15 | Planning algorithms, Intelligent agents, Production systems | 7.1-7.3, 7.4.2, 14.4 | 9.3, 10.3-10.5, 11.1 | |
| 27 Apr | M/16 | Responsive agents, emergent systems | |||
| 29 Apr | W/16 | Planning: monolithic systems vs emergent behaviour |