Human Activity Recognition UCI Dataset [link], final score 0.97196
d_nn.ipynb first finds features with high correlation, drops them, then uses Sequential DNN for prediction.
Accuracy = 0.95443
Predictor.ipynb uses xgboost for classification, for different values of number of estimators and max depth.
Accuracy = 0.97196