1ª aula

presentação: Organization, Program, Introduction

What is machine learning: examples, symbolic and statistical learning

1ª aula

presentação: Organization, Program, Introduction

What is machine learning: examples, symbolic and statistical learning

2ª aula

Cognitive Systems, Soar, Chunking-based Learning, Associative Computing, Learning

3ª aula

Analogy,Multidimensional Scaling,Structure Mapping Engine,Copycat,PR and AI, Bongard problem, Letter Spirit, Invariant Pattern recognition, Hierarchical Networks, Information and Contours

4ª aula

Knowledge and Learning: EBL, Domain Theory, Analogical Reasoning, Verbal Categories, Visual Categories, Reinforcement Learning

5ª aula

Reinforcement Learning: Passive learning vs. Active Learning, LMS, ADP, TD, Q-Values, Explicit Representation, Genetic Algorithms and Reinforcement Learning

6ª aula

Algorithm Selection Problem according to J.C Rice. New Ideas, learning. A Talk by Rui Rodrigues.