Download the data folder in the following box link https://duke.box.com/s/4c98ud6294k60ynixlwjgylc5jlm5sp2 (and extract it) and put it in the root folder of this project to run the scripts.
Run ml.ipynb for both decesion tree models and neural network models
data_preprocess.merge_dataset_total returns a full dataframe that contains all players and match information
data_preprocess.get_features_target returns the features and targets given a dataframe (match data)