Machine Learning (ML) is a subset of artificial intelligence that involves training algorithms to learn from and make predictions or decisions based on data. Unlike traditional programming, where a programmer writes specific instructions for every task, machine learning involves creating algorithms that can learn and adapt from patterns in data.