Τεχνητή Νοημοσύνη και Μηχανική Μάθηση (Artificial Intelligence and Machine Learning)

  • Introduction to AI, brief historical overview
  • Search
    • Blind search algorithms
    • Heuristic search algorithms
  • Adversarial search and games
  • Constraint Satisfaction Problems – Constraint Programming
  • Support Vector Machines
  • Neural Networks
    • Perceptron
    • Learning Vector Quantization
    • Self-Organizing Maps
  • Genetic Algorithms
  • Rule-based Expert Systems
    • Expert based construction
      • Uncertainty
      • Fuzziness
    • Data based construction in the context of machine learning
      • Classification Decision Trees
      • Regression Decision Trees
    • Hybrid Systems
      • Neural Expert Systems
      • Neuro Fuzzy Systems
      • Evolutionary Neural Networks