Advanced Topics on Artificial Intelligence / Tópicos Avançados em Inteligência Artificial
- exploit synergies in the association of machine learning / deep learning and search / optimization methods;
- extract available information from data sets (machine learning) and turn it into actionable decisions (operations);
- develop high-level decision support systems, including human health, transportation and logistics, commerce and information services, and energy networks.
Competences developped in this course
Master the usage of artificial intelligence and search / optimization methods in practical situations, in which a part of the knowledge is available in data sets.
- Review of the main concepts in artificial intelligence
- Unsupervised learning
- Knowledge-based decisions systems
- Algorithms for search and optimization
- Learning and Monte Carlo methods
- Neural networks and deep learning
- Algorithms for search, learning and optimization
- Page of this course in SIGARRA information system