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.