Artificial Intelligence
syllabus
messages
exercises
slide
exams
fun stuff
AI resources and links
Syllabus
- 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
- Informed search methods: Greedy search, A* search,
Iterative deepening search; iterative methods: hill climbing, simulated
annealing.
- Game playing: minimax
algorithm, alpha-beta pruning, games with stochastic elements, state of the art
game programs.
- Logic Based agents:
inadequacy of propositional logic, first order logic, situation calculus.
- Inference in first order logic: canonical form,
unification, resolution, resolution strategies.
- uncertainty: axioms of probability, Bayes rule application of Bayes
rule.
- probabilistic reasoning systems: belief networks, conditional
independence in belief networks, inference in belief networks, inference in
multiply connected belief networks.
- Making simple decisions: basic utility theory, decision networks, value of information
- making complex decisions: sequential decision
problems, value iteration, policy iteration, dynamic belief networks.
- Learning from observations: Inductive learning, Learning decision trees, computation learning
theory.
- Leraning in neural and belief networks: how the brain works, neural
networks, perceptrons, multilayer feed-forward networks, applications of neural networks, Bayesian
methods for learning belief networks.
Textbook
Artificial Intelligence: A Modern Approach
by Russel and Norvig. The book's homepage includes slides, a code repository, data and errata.
Messages
- An updated list of submissions may be viewed here
PDF.
- A document with
Formulas
that would be included in the exam.
Exercises
Solutions will be released
progressively.
Exercise1
Solution1
Exercise2
Solution2
Exercise2.5
Solution2.5
Exercise3
Exercise4
Solution4
Exercise5
Solution5
Exercise6
Solution6
Exercise7
Solution7
Exercise8
Solution8
dataset1
dataset2
Slides
Artificial
intelligence slides
Exams
semester 2, 2000, moed a
semester
2, 2000, moed b
Fun stuff
play against chinook.
hunt the wumpus
Solve any solvable N x N
sliding tile puzzle.
A Turing conTEST - intersting results
AI Resources & Links
- 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.
gideon dror