Sumários
Pattern Recognition (aula online)
11 novembro 2020, 14:00 • Jorge Salvador Marques
Supervised learning. Estimation of probability distribution. Exercises.
Pattern Recognition (aula online)
4 novembro 2020, 14:00 • Jorge Salvador Marques
Classic architecture. Feature classification. MAP classifier. Bayes classifier.
Inference with hidden variables (aula online)
28 outubro 2020, 14:00 • Jorge Salvador Marques
Maximum likelihood difficulties. The Expectation-Maximization (EM) method. Exercises.
Bayesian inference (aula online)
21 outubro 2020, 14:00 • Jorge Salvador Marques
Bayesian framework. Prior distribution, sensor model and a posteriori distribution. Exponential family and conjugate priors. The Gaussian case. Exercises.
Classic Probabilistic Estimation
14 outubro 2020, 14:00 • Jorge Salvador Marques
Maximum Likelihood. Properties. Exercises.