Introduction This is a brief walk through of the Kaggle challenge IEEE-CIS Fraud Detection. The process in this post is not meant to compete the top solution by performing an extre feature engineering and a greedy search for the best model with hyper-parameters. This is just to walk through the problem and demonstrate a relatively good solution, by doing feature analysis and a few experiments with reference to other’s methods.