Topics
| Topics | textbook |
Web links | ||
|---|---|---|---|---|
| 14 Jan | T/1 | Introductions, administrivia, Agents and environments | ||
| 16 Jan | R/1 | Problems and problem spaces, Informed search | 2.0-2.1, 3.0-3.2 | |
| 21 Jan | T/2 | Optimal search, Branch and bound, A* revisited, Admissibility and informedness | 3.3-3.6 | |
| 23 Jan | R/2 | Search, continued | 3.7 | |
| 28 Jan | T/3 | Minimax revisited, Alpha-beta pruning | 4.0-4.2 | |
| 30 Jan | R/3 | Game day | ||
| 04 Feb | T/4 | Representing game states, actions, Evaluating and improving heuristics, Real time/time constrained AI, Stochastic, partially observable games | 4.3-4.4 | |
| 06 Feb | R/4 | Project 1 implementation design | ||
| 11 Feb | T/5 | Propositional logic, Theorem proving, Math proofs | 5.0-5.2 | |
| 13 Feb | R/5 | Predicate logic, Unification | 5.3-5.4 | |
| 18 Feb | T/6 | Fuzzy logic | 8.0-8.3 | |
| 20 Feb | R/6 | Fuzzy logic continued | ||
| 25 Feb | T/7 | Bayesian reasoning revisited, Knowledge representation | 8.4, 6.0-6.1, 6.7-6.12 | |
| 27 Feb | R/7 | Production systems, Intelligent agents | ||
| 10 Mar | T/9 | Training and testing, Evaluating models, Supervised learning | 10.0-10.3 | How machines learn (CGP Grey); How machines *really* learn (CGP Grey) |
| 12 Mar | R/9 | Neural networks, Perceptron models | 11.0-11.4 | |
| 17 Mar | T/10 | Multilayer neural networks, Backpropagation | 11.5-11.6 | |
| 19 Mar | R/10 | Backpropagation continued, Hopfield and other NNs | 11.7 | |
| 24 Mar | T/11 | Genetic algorithms | 12.2-12.3 | |
| 26 Mar | R/11 | Genetic algorithms continued | ||
| 31 Mar | T/12 | Decision trees, linear models, Entropy | 10.4-10.5, 10.6-10.7 | |
| 02 Apr | R/12 | Entropy and ID3 continued | ||
| 07 Apr | T/13 | Hidden Markov models, Noisy channel model | 13.6, 13.9 | |
| 09 Apr | R/13 | HMMs and noisy channel model continued | ||
| 14 Apr | T/14 | Planning problems | 14.0-14.2 | |
| 16 Apr | R/14 | Planning as search | 14.3 | |
| 21 Apr | T/15 | Planning algorithms | 14.4 | |
| 23 Apr | R/15 | Responsive agents, emergent systems | ||
| 28 Apr | T/16 | Planning: monolithic systems vs emergent behaviour |