amir9979 / HungaBunga

HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
MIT License
1 stars 1 forks source link

jclouds #135

Open amir9979 opened 2 years ago

amir9979 commented 2 years ago

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github-actions[bot] commented 2 years ago

{'alpha': 0.0001, 'loss': 'modified_huber', 'penalty': None} {"model": "SGDClassifier", "scores": {"accuracy_score": 0.48490945674044267, "precision_score": 0.07397133610725844, "recall_score": 0.7804878048780488, "f1_score": 0.13513513513513514, "roc_auc_score_True": 0.6246644805350201, "roc_auc_score_False": 0.37533551946497984, "pr_auc_score_True": 0.43288852421498764, "pr_auc_score_False": 0.14228719146027877}}

github-actions[bot] commented 2 years ago

{'max_depth': None, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 5} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.08274647887323944, "precision_score": 0.052987012987012985, "recall_score": 0.9951219512195122, "f1_score": 0.10061652281134402, "roc_auc_score_True": 0.5141290076385251, "roc_auc_score_False": 0.48587099236147496, "pr_auc_score_True": 0.524179935223441, "pr_auc_score_False": 0.03206269092562462}}

github-actions[bot] commented 2 years ago

{'alpha': 1e-05, 'binarize': 0.0, 'class_prior': None, 'fit_prior': True} {"model": "BernoulliNB", "scores": {"accuracy_score": 0.056841046277665994, "precision_score": 0.051833122629582805, "recall_score": 1.0, "f1_score": 0.09855769230769232, "roc_auc_score_True": 0.5688288672862862, "roc_auc_score_False": 0.43117113271371377, "pr_auc_score_True": 0.06532189905585783, "pr_auc_score_False": 0.04224805836641568}}

github-actions[bot] commented 2 years ago

{'constant': None, 'random_state': None, 'strategy': 'prior'} {"model": "DummyClassifier", "scores": {"accuracy_score": 0.9484406438631791, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.5, "roc_auc_score_False": 0.5, "pr_auc_score_True": 0.5257796780684104, "pr_auc_score_False": 0.5257796780684104}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'cv': None, 'ensemble': True, 'method': 'sigmoid', 'n_jobs': None} {"model": "CalibratedClassifierCV", "scores": {"accuracy_score": 0.6597082494969819, "precision_score": 0.09290780141843971, "recall_score": 0.6390243902439025, "f1_score": 0.16222910216718267, "roc_auc_score_True": 0.6709710175860708, "roc_auc_score_False": 0.33586161398606823, "pr_auc_score_True": 0.059131577105102646, "pr_auc_score_False": 0.15174662691420815}}

github-actions[bot] commented 2 years ago

{'priors': None, 'var_smoothing': 1e-09} {"model": "GaussianNB", "scores": {"accuracy_score": 0.05206237424547284, "precision_score": 0.05158530447911424, "recall_score": 1.0, "f1_score": 0.09810959559703279, "roc_auc_score_True": 0.5002651816494299, "roc_auc_score_False": 0.49973481835057015, "pr_auc_score_True": 0.5257926522395571, "pr_auc_score_False": 0.02577967806841046}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'random'} {"model": "ExtraTreeClassifier", "scores": {"accuracy_score": 0.8661971830985915, "precision_score": 0.056910569105691054, "recall_score": 0.1024390243902439, "f1_score": 0.07317073170731707, "roc_auc_score_True": 0.5083758594149187, "roc_auc_score_False": 0.4916241405850813, "pr_auc_score_True": 0.06738911031863998, "pr_auc_score_False": 0.270586497872228}}

github-actions[bot] commented 2 years ago

{'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'auto', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'random_state': None, 'splitter': 'best'} {"model": "DecisionTreeClassifier", "scores": {"accuracy_score": 0.85261569416499, "precision_score": 0.1120162932790224, "recall_score": 0.2682926829268293, "f1_score": 0.15804597701149425, "roc_auc_score_True": 0.5763367418877052, "roc_auc_score_False": 0.4236632581122947, "pr_auc_score_True": 0.20901766717737252, "pr_auc_score_False": 0.39429096097387767}}

github-actions[bot] commented 2 years ago

{'covariance_estimator': None, 'n_components': None, 'priors': None, 'shrinkage': None, 'solver': 'svd', 'store_covariance': False, 'tol': 0.01} {"model": "LinearDiscriminantAnalysis", "scores": {"accuracy_score": 0.9237927565392354, "precision_score": 0.19375, "recall_score": 0.15121951219512195, "f1_score": 0.16986301369863013, "roc_auc_score_True": 0.5618015535763948, "roc_auc_score_False": 0.43921066418301413, "pr_auc_score_True": 0.18666179451347883, "pr_auc_score_False": 0.448656606114159}}

github-actions[bot] commented 2 years ago

{'priors': None, 'reg_param': 0.0, 'store_covariance': False, 'tol': 0.0001} {"model": "QuadraticDiscriminantAnalysis", "scores": {"accuracy_score": 0.9426559356136821, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4969504110315566, "roc_auc_score_False": 0.5030495889684434, "pr_auc_score_True": 0.02577967806841046, "pr_auc_score_False": 0.5259296736655704}}

github-actions[bot] commented 2 years ago

{'base_estimator': None, 'bootstrap': True, 'bootstrap_features': False, 'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': None, 'verbose': 0, 'warm_start': True} {"model": "BaggingClassifier", "scores": {"accuracy_score": 0.45145875251509054, "precision_score": 0.04428044280442804, "recall_score": 0.4682926829268293, "f1_score": 0.0809102402022756, "roc_auc_score_True": 0.4522537206278984, "roc_auc_score_False": 0.5400152641144549, "pr_auc_score_True": 0.04945397308614208, "pr_auc_score_False": 0.06346830377566906}}

github-actions[bot] commented 2 years ago

{'activation': 'tanh', 'batch_size': 'auto', 'early_stopping': True, 'hidden_layer_sizes': (64,), 'learning_rate': 'invscaling', 'max_iter': 500} {"model": "MLPClassifier", "scores": {"accuracy_score": 0.8561368209255533, "precision_score": 0.13948919449901767, "recall_score": 0.3463414634146341, "f1_score": 0.19887955182072828, "roc_auc_score_True": 0.6635258810821999, "roc_auc_score_False": 0.3364734721332894, "pr_auc_score_True": 0.09891153618988996, "pr_auc_score_False": 0.0355410291732811}}

github-actions[bot] commented 2 years ago

{'max_depth': 10, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 100} {"model": "ExtraTreesClassifier", "scores": {"accuracy_score": 0.9358651911468813, "precision_score": 0.037037037037037035, "recall_score": 0.00975609756097561, "f1_score": 0.015444015444015443, "roc_auc_score_True": 0.3677830167323153, "roc_auc_score_False": 0.6320235946989542, "pr_auc_score_True": 0.0378189628884813, "pr_auc_score_False": 0.08739750248590987}}

github-actions[bot] commented 2 years ago

{'max_depth': 10, 'max_features': 'log2', 'min_samples_leaf': 2, 'min_samples_split': 10, 'n_estimators': 100} {"model": "RandomForestClassifier", "scores": {"accuracy_score": 0.9484406438631791, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.43270077808176655, "roc_auc_score_False": 0.5672940476421471, "pr_auc_score_True": 0.04426956301256112, "pr_auc_score_False": 0.06026933255620122}}

github-actions[bot] commented 2 years ago

{'C': 0.1, 'max_iter': 1000, 'penalty': 'l1', 'solver': 'liblinear', 'tol': 0.01, 'warm_start': False} {"model": "LogisticRegression", "scores": {"accuracy_score": 0.9479376257545271, "precision_score": 0.0, "recall_score": 0.0, "f1_score": 0.0, "roc_auc_score_True": 0.4972155926809865, "roc_auc_score_False": 0.5002651816494299, "pr_auc_score_True": 0.02577967806841046, "pr_auc_score_False": 0.5257926522395571}}