/kaggle-porto-seguro

2nd Place Solution for Kaggle Porto Seguro's Safe Driver Prediction

Primary LanguagePython

Requirements

older or newer version of below packages should theoretically work fine

numpy 1.13.3

pandas 0.20.3

sklearn 0.19.1

keras 2.1.1

tensorflow 1.4.0

xgboost 0.6

lightgbm 2.0.10

How to reproduce

Put unzipped data in input

python nn_model290.py to get a nn model that scores 0.290X

python gbm_model291.py to get a gbm model that scores 0.291X

simple average of the two gives about 0.2939 on private LB, which is good enough for 2nd place