Michele Alessi's Projects
Repository for the Advanced Topics in Machine Learning practica (@ UniTS, Spring 2023)
A small repository implementing clustering algorithm from scratch
š§ š§š»āš» Repository for the Deep Learning course labs/practica (UniTS, Spring 2024)
Playing around fashionMNIST dataset.
Lecture slides, codes and materials for both the basic and advanced "Foundations of HPC" courses @UniTS, "Data Science and Scientific Computing"
A document introducing generalized additive models.š
This repository contains a Python implementation of HMM and MCMC methods for text decryption. These methods are applied for decrypting messages which have been encoded using a various ciphers.
Repository for the project of Information Retrieval
Machine Learning notebooks for refreshing concepts.
Introduction to Manifold Learning - Mathematical Theory and Applied Python Examples (Multidimensional Scaling, Isomap, Locally Linear Embedding, Spectral Embedding/Laplacian Eigenmaps)
Machine Learning Project
Tutoring for the course "Optimisation for Artificial Intelligence" held by prof. Luca Manzoni.
Persistent Homology invariance under embedding and projection
Physics-Informed Neural networks for Advanced modeling
Repository for the Probabilistic Machine Learning labs/practica (@ UniTS, Spring 2023)
The aim of this study is to conduct topological analysis on a FCNN trained using the MNIST dataset. Various clustering techniques were applied to identify the network's critical neurons, and the results were analyzed by examining their corresponding weights.
This repository is dedicated to the lab activities of the course of Unsupervised Learning @UniTs