This is a set of machine learning codes for a kaggle competition. the task was to differentiate between real and simulated data pertaining to a tau to three muons decay. the dataset and more information about the rules and the context of the competition can be found in the following link: https://www.kaggle.com/c/flavours-of-physics-kernels-only