FULL

MLP: {'colsample_bytree': 1.0, 'gamma': 0.1, 'learning_rate': 0.05, 'max_depth': 4, 'subsample': 0.8}
LogReg: {'colsample_bytree': 0.8, 'gamma': 0.2, 'learning_rate': 0.05, 'max_depth': 6, 'subsample': 0.6}
RF: {'colsample_bytree': 0.8, 'gamma': 0, 'learning_rate': 0.05, 'max_depth': 6, 'subsample': 1.0}

-------------------------------
LESS

LogReg: {'colsample_bytree': 1.0, 'gamma': 0, 'learning_rate': 0.05, 'max_depth': 6, 'subsample': 0.6}
MLP: {'colsample_bytree': 1.0, 'gamma': 0.2, 'learning_rate': 0.05, 'max_depth': 4, 'subsample': 0.8}
RF: {'colsample_bytree': 0.8, 'gamma': 0.1, 'learning_rate': 0.05, 'max_depth': 4, 'subsample': 0.8}