rf_hyper_parameters = [ { 'n_estimators': [200, 400, 600, 800, 1000], 'max_features': ['sqrt', 'log2'], 'min_samples_leaf': [1, 2, 3, 4, 5], 'criterion': ['gini', 'entropy'] } ]