Sumários
3. Probability theory & Information
4 outubro 2021, 10:30 • Andreas Miroslaus Wichert
Bayes, Law of Total Probability, Normal Distribution, Laplace Distribution, Surprise, Information, Real Entropy, Ideal Entropy
Lab 1: Univariate Statistics and Evaluation
4 outubro 2021, 10:00 • Pedro Miguel Santos Pereira Rodrigues
Lab 1: Univariate Statistics and Evaluation, solved exercises
Model Evaluation
4 outubro 2021, 09:30 • Rui Henriques
Evaluating classification models.
Confusion-based metrics (accuracy, recall, precision, F1).
Evaluating regression models and residual analysis.
Resampling and cross-fold validation.
Statistically testing differences.
Introduction to probability theory.