messages

lecture slides and exercises

syllabus

AI resources and links

Lecture |
Slides (ppt) |
Exercises (doc) |
Weight |
Date due |
Solution (doc) |
---|---|---|---|---|---|

Introduction | Introduction
Agents |
||||

Search | Search | exercise 1 | 2% | 20/3/17 | sol1 |

Informed Search | informed search | exercise 2 | 2% | 27/3/17 | sol2 |

Constrained Satisfaction Problems | csp | exercise 3 | 8% | 24/4/17 | sol3 |

Game Playing | game playing | exercise 4 | 2% | 24/4/17 | sol4 |

Bayesian networks | bayesian | exercise 5 | 4% | sol5 | |

Simple decisions | simple decisions | exercise 6 | 2% | sol6 | |

Complex decisions | complex decisions | exercise 7 | 4% | sol7 | |

Learning | learning |

- Introduction to AI
- Intelligent agents: agent types, environment types
- Solving problems by searching: states and actions, toy examples and real world problems, search strategies, comparison of search strategies, constraint satisfaction problems, backtracking search, constraint propagation, heuristics for CSPs, local search
- Informed search methods: Greedy search, A* search, Iterative deepening search, SMA*
- Game playing: minimax algorithm, alpha-beta pruning, games with stochastic elements, state of the art game programs.
- uncertainty: axioms of probability, Bayes rule, application of Bayes rule, enumeration.
- Probabilistic reasoning systems: belief networks, conditional independence in belief networks, inference in belief networks, inference in multiply connected belief networks, sampling methods.
- Making simple decisions: basic utility theory, decision networks, value of perfect information
- making complex decisions: sequential decision problems, value iteration, policy iteration.
- Learning from observations: Inductive learning, Learning decision trees, computational learning
theory.
- AI
Education Repository This repository is a central registry of
resources related to Artificial Intelligence (AI) education.
- Artificial Intelligence links organized by Yahoo.
- AI on the web A very comprehensive and well-organized directory of AI resources (by Stuart Russel.
- AI resources A comprehensive list of resources composed by the The Institute for Information Technology of Canada.
- IAAI Israeli Association of Artificial Inteligence.

- AI
Education Repository This repository is a central registry of
resources related to Artificial Intelligence (AI) education.