Assignments for the Statistical and Mathematical Methods for Artificial Intelligence course at the University of Bologna (A.Y. 2023-2024).
The topics of each homework are the following:
- Solving linear systems using direct methods.
- Image approximation and PCA implementation using SVD.
- Implementation of GD and SGD. Applications on binary and multi-class logistic regression.
- Polynomial regression using MLE and MAP.