hyperparameters_selection_results.csv

cv_scores, mean_cv_score, hyperparameters,test_score,train_score,opt_method
"[0.62770871, 0.53916399, 0.59777503, 0.59280375, 0.55533271]", 0.583,"{'n_estimators': 25, 'learning_rate': 0.2, 'max_depth': 6, 'gamma': 0.6}",0.706722822434,0.52995749709,naive_grid
"[0.6539893, 0.56968, 0.63451029, 0.61879454, 0.56970397]", 0.609,"{'n_estimators': 500, 'learning_rate': 0.05, 'max_depth': 10, 'gamma': 1.0}",0.692121042174,0.375190213364,expert_grid
"[0.65268997, 0.55835934, 0.63858404, 0.60846282, 0.56692679]", 0.605,"{'n_estimators': 199, 'learning_rate': 0.048510475027105773, 'max_depth': 7, 'gamma': 0.59466782575438004}",0.678374001283,0.392883835544,hyperopt_tpe