Artificial Intelligence
University of Cagliari
Academic year: 2024-2025
Instructors: Prof. Giorgio Fumera, Dr. Ambra Demontis
MSc programs in:
- Computer Engineering, Cybersecurity and Artificial Intelligence (course description)
- Electronic Engineering (course description)
- Internet Engineering (course description)
Lecture schedule
- Tue, Oct. 1: Introduction to the Artificial Intelligence field. Graph search algorithms
- Wed, Oct. 2: Graph search algorithms
- Thu, Oct. 3: Machine learning
- Tue, Oct. 8: Graph search algorithms
- Wed, Oct. 9: Graph search algorithms
- Thu, Oct. 10: Machine Learning
- Tue, Oct. 15: Graph search algorithms
- Wed, Oct. 16: Logical languages for knowledge representation and reasoning
- Thu, Oct. 17: Machine Learning
- Tue, Oct. 22: Logical languages for knowledge representation and reasoning
- Wed, Oct. 23: Logical languages for knowledge representation and reasoning
- Thu, Oct. 24: Machine Learning
- Tue, Oct. 29: Logical languages for knowledge representation and reasoning
- Tue, Nov. 5: Machine Learning
- Wed, Nov. 6: Logical languages for knowledge representation and reasoning
- Tue, Nov. 12: Logical languages for knowledge representation and reasoning
- Wed, Nov. 13: Uncertain knowledge representation and reasoning: Bayesian networks
- Thu, Nov. 14: Uncertain knowledge representation and reasoning: Bayesian networks
- Tue, Nov. 19: Machine Learning
- Wed, Nov. 20: Uncertain knowledge representation and reasoning: Bayesian networks
- Thu, Nov. 21: Machine Learning
- Tue, Nov. 26: Machine Learning
- Wed, Nov. 27: Machine Learning
- Tue, Dec. 3: Machine Learning
- Wed, Dec. 4: Machine Learning
- Thu, Dec. 5: Machine Learning
- Tue, Dec. 10: Machine Learning
- Wed, Dec. 11: Uncertain knowledge representation and reasoning: Bayesian networks
- Thu, Dec. 12: Machine Learning
- Tue, Dec. 17: Machine Learning
- Wed, Dec. 18: Uncertain knowledge representation and reasoning: Bayesian networks
- Thu, Nov. 19: Machine Learning
Lecture slides
Part I – Problem-solving, Knowledge and Reasoning (G. Fumera)
- Graph Search Problems
- Knowledge Representation and Reasoning: Logical Languages (updated on Oct. 29, 2024)
- Uncertain Knowledge Representation and Reasoning: Bayesian Networks (1st part, updated on Nov. 11, 2024)
Part II – Machine Learning (A. Demontis)
- Introduction to Machine Learning
- Decision Trees (soon available)
- Performance Evaluation (soon available)
- Neural Networks (soon available)
- Ensemble Methods (soon available)
Exercises
- Graph Search Problems (soon available)
- Logical Languages for Knowledge Representation and Reasoning (soon available)
- Bayesian Networks for Uncertain Knowledge Representation and Reasoning (soon available)
- Machine Learning (soon available)
Exam dates
- Tue, Jan. 14, 14:00, Room 1
- Tue, Feb. 4, 14:00, Room 1
- Tue, Feb. 25, 14:00, Room C