Lecture Videos (ML)
25/02/2022: Introduction
02/03/2022: Classification Evaluation
04/03/2022: Decision trees
09/03/2022: Probability 1
11/03/2022: Probability 2
16/03/2022: Bayesian Learning
18/03/2022: Lab 1 on Evaluation, Decision Trees, and Bayesian Learning (Dr. Cipollone)
23/03/2022: Linear Classification
25/03/2022: Linear Regression
30/03/2022: Linear Regression + Kernel Methods
01/04/2022: Kernel Methods
08/04/2022: Lab 2 on Linear Regression, Classification, Regularization and Kernel Methods (Dr. Cipollone)
22/04/2022: Instance-based learning + Neural Networks
29/04/2022: Neural Networks
06/05/2022: Neural Networks
13/05/2022:
20/05/2022: Unsupervised Learning (K-means, EM)
25/05/2022: Markov Decision Processes
27/05/2022:
Reinforcement Learning (K-armed Bandit, Q-Learning det/nondet)
Lab 4 on RL (Dr. Cipollone)