This project uses XGBoost from the scikit learn machine learning package in python to investigate the problem of credit card fraud detection. The dataset has been collected and analysed during a research collaboration of Worldline and the Machine Learning Group of ULB (Université Libre de Bruxelles) on big data mining and fraud detection. The dataset is made available on Kaggle.