The course will present artificial intelligence techniques for extracting usefull knowledge from data.
Weekly - Available soon
Total - Available soon
Portuguese. If there are Erasmus students, classes will be taught in English
Machine Learning. Tom Mitchell; Genetic programming: on the programming of computers by means of natural selection. J. Koza; 0; 0; 0
Theoetical classes and practical classes.
In the practical classes students will implement the algorithms presented in the theoretical classes.
First epoch: project (30%) and oral exam (70%)
Optimization problems: definition of problem and instance of a problem
Search space, neighborhood structure and related concept
No free lunch theorem
Semantic genetic programming
Multi objective optimization (NSGA II)