This repo contains all the homework for the course "Statistical and Mathematical Methods for AI" at Unibo.
The homeworks topics are:
- Linear Algebra and Floating Point Arithmetic
- SVD and PCA for Machine Learning
- Optimization using Gradient Descent and Stochastic Gradient Descent
- Maximum Likelihood Estimation (MLE) and Maximum a Posteriori (MAP)