This repository contains some work done for Machine Learning at ENS (Master in Cognitive Science [Cogmaster]), in 2025. It focuses on using Maximum Entropy models to classify news headlines as sarcastic or non-sarcastic. It covers topics from field estimation, distribution analysis, Bayes theorem, ROC curves, Kullback-Leibler Divergence, and Log Likelihood.