Repository for the Machine Learning project for the 2023/2024 class in the Tor Vergata University (Rome). The aim of this project is to evaluate with different techniques of Machine Learning the dataset called Pneumonia-MedMINST, containing 28x28 images of X-ray plates, to predict if a patient has or not pneumonia.