Artificial Intelligence
University of Cagliari
Academic year: 2025-2026
Instructors: Prof. Giorgio Fumera, Dr. Ambra Demontis
MSc programs in:
- Computer Engineering, Cybersecurity and Artificial Intelligence (official course description)
- Electronic Engineering (official course description)
- Internet Engineering (official course description)
Lecture schedule
- Tue., Sept. 30: Introduction to Artificial Intelligence. Graph search problems
- Thu., Oct. 2: Graph search problems
- Tue., Oct. 7: Machine Learning
- Thu., Oct. 9: Graph search problems
- Tue., Oct. 14: Machine Learning
- Thu., Oct. 16: Graph search problems. Knowledge and reasoning: logical languages
- Tue., Oct. 21: Machine Learning
- Thu., Oct. 23: Knowledge and reasoning: logical languages
- Tue., Oct. 28: Machine Learning
- Tue., Nov. 4: Machine Learning
- Thu., Nov. 6: Knowledge and reasoning: logical languages
- Tue., Nov. 11: Machine Learning
- Thu., Nov. 13: Knowledge and reasoning: logical languages
- Tue., Nov. 18: Machine Learning
- Thu., Nov. 20: Knowledge and reasoning: logical languages
- Tue., Nov. 25: Machine Learning
- Tue., Dec. 2: Machine Learning
- Thu., Dec. 4: Uncertain knowledge and reasoning: probability theory
- Tue., Dec. 9: Machine Learning
- Thu., Dec. 11: Uncertain knowledge and reasoning: Bayesian networks
- Tue., Dec. 16: Machine Learning
- Thu., Dec. 18: Uncertain knowledge and reasoning: Bayesian networks
Lecture slides
Part I – Graph Search Problems, Knowledge and Reasoning (G. Fumera)
- Graph Search Problems
- Knowledge and Reasoning: Logical Languages
- Uncertain Knowledge and Reasoning: Bayesian Networks
Part II – Machine Learning (A. Demontis)
- Introduction to Machine Learning
- Decision Trees
- Performance Evaluation
- Neural Networks
- Ensemble Methods (available soon)
Exercises
- Graph Search Problems
- Logical Languages
- Bayesian Networks (available soon)
- Machine Learning (available soon)
Exam dates
- Wed., Jan. 14, 14:00
- Wed., Jan. 28, 14:00
- Tue., Feb. 17, 14:00