73028 - Intelligent Systems M

Academic Year 2015/2016

  • Docente: Michela Milano
  • Credits: 8
  • SSD: ING-INF/05
  • Language: Italian
  • Teaching Mode: Traditional lectures
  • Campus: Bologna
  • Corso: Second cycle degree programme (LM) in Computer Engineering (cod. 0937)

Learning outcomes

Knowledge on the main concepts and mechanisms of Intelligent Systems: planning, scheduling, learning, swarm intelligence with specific attention to automonous, robotic and multi-agent  systems

Course contents

Planning
    Non linear planning
    Gerarchic planning
    Conditional planning
    Graph based planning
    Planning for robotics.

Machine learning
   Inductive Learning
   Decision Trees
   Bayesian learning
   Neural networks

Optimization and constraint satisfaction
   Constraint satisfaction problems and constraint-based languages
   Global constraints and filtering
   Applications

Swarm Intelligence:   Ant colony   Bee Colony  Particle Swarm Optimization

Readings/Bibliography

S. J. Russel, P. Norvig: "Artificial Intelligence: a modern approach", http://aima.cs.berkeley.edu/

Teaching methods

The course has lectures and lab exercises

Assessment methods

Written exam

Teaching tools

Slides and material on the web site

Office hours

See the website of Michela Milano