Michele Alessi's repositories
HMM-for-text-decryption
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.
adv-ml-units
Repository for the Advanced Topics in Machine Learning practica (@ UniTS, Spring 2023)
ClusteringMethods
A small repository implementing clustering algorithm from scratch
FashionMNIST
Playing around fashionMNIST dataset.
ML_leaf_project
Machine Learning Project
Topological-Analysis-of-Neural-Networks
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.
deeplearning-units
🧠🧑🏻💻 Repository for the Deep Learning course labs/practica (UniTS, Spring 2024)
Foundations_of_HPC_2022
Lecture slides, codes and materials for both the basic and advanced "Foundations of HPC" courses @UniTS, "Data Science and Scientific Computing"
generalized-additive-models
A document introducing generalized additive models.📈
Machine-Learning-Notebooks
Machine Learning notebooks for refreshing concepts.
Manifold-Learning
Introduction to Manifold Learning - Mathematical Theory and Applied Python Examples (Multidimensional Scaling, Isomap, Locally Linear Embedding, Spectral Embedding/Laplacian Eigenmaps)
Opt4AI-Exercises
Tutoring for the course "Optimisation for Artificial Intelligence" held by prof. Luca Manzoni.
PersHomEmbProj
Persistent Homology invariance under embedding and projection
PINA
Physics-Informed Neural networks for Advanced modeling
probml-units
Repository for the Probabilistic Machine Learning labs/practica (@ UniTS, Spring 2023)
Unsupervised-Learning-2023
This repository is dedicated to the lab activities of the course of Unsupervised Learning @UniTs