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Artificial Intelligence

University of Cagliari

Academic year: 2024-2025

Instructors: Prof. Giorgio Fumera, Dr. Ambra Demontis

MSc programs in:

Lecture schedule

Lecture slides

Introduction to AI

Part I – Problem-solving, Knowledge and Reasoning (G. Fumera)

  1. Graph Search Problems
  2. Knowledge Representation and Reasoning: Logical Languages
  3. Uncertain Knowledge Representation and Reasoning: Bayesian Networks (1st part)

Part II – Machine Learning (A. Demontis)

  1. Introduction to Machine Learning
  2. Decision Trees (soon available)
  3. Performance Evaluation (soon available)
  4. Neural Networks (soon available)
  5. Ensemble Methods (soon available)

    Exercises

  6. Graph Search Problems (soon available)
  7. Logical Languages for Knowledge Representation and Reasoning (soon available)
  8. Bayesian Networks for Uncertain Knowledge Representation and Reasoning (soon available)
  9. Machine Learning (soon available)