MILK is a machine learning toolkit in Python, designed to be easy to use while providing powerful tools for building and evaluating machine learning models. It emphasizes simplicity and flexibility, allowing users to rapidly prototype and experiment with different algorithms and techniques. MILK is particularly suited for supervised learning tasks and comes with a range of pre-built classifiers and utilities to streamline the data analysis process. The project is open-source and can be found on its GitHub repository at [http://github.com/luispedro/milk](http://github.com/luispedro/milk).