Educational guide 2023_24 Escola Superior de Enxeñaría Informática

Contents

Topic	Sub-topic
Supervised learning	Introduction to learning Artificial Neural Networks Support Vector Machines Decision trees Regression Instance-based learning
Ensemble modeling	Ensemble modeling
Preprocessing, evaluation and regularization	Preprocessing and feature extraction techniques. Model creation and evaluation. Complexity & Regularization.
Unsupervised learning	Unsupervised learning: clustering Unsupervised neural networks
Reinforcement learning	Markov decision processes Reinforcement learning