automl_yeast_model_10_min

[(0.840000, SimpleClassificationPipeline({'rescaling:__choice__': 'standardize', 'preprocessor:polynomial:degree': 2, 'classifier:adaboost:learning_rate': 0.3740823239105414, 'one_hot_encoding:minimum_fraction': 0.002144117618160979, 'classifier:adaboost:n_estimators': 457, 'preprocessor:__choice__': 'polynomial', 'preprocessor:polynomial:include_bias': 'True', 'one_hot_encoding:use_minimum_fraction': 'True', 'balancing:strategy': 'none', 'preprocessor:polynomial:interaction_only': 'False', 'imputation:strategy': 'most_frequent', 'classifier:__choice__': 'adaboost', 'classifier:adaboost:max_depth': 10, 'classifier:adaboost:algorithm': 'SAMME'},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.060000, SimpleClassificationPipeline({'rescaling:__choice__': 'standardize', 'classifier:random_forest:max_leaf_nodes': 'None', 'classifier:random_forest:bootstrap': 'False', 'classifier:random_forest:criterion': 'entropy', 'classifier:random_forest:min_samples_split': 3, 'preprocessor:kernel_pca:n_components': 1748, 'preprocessor:__choice__': 'kernel_pca', 'classifier:random_forest:max_depth': 'None', 'classifier:random_forest:min_weight_fraction_leaf': 0.0, 'classifier:random_forest:max_features': 4.2716752847874275, 'preprocessor:kernel_pca:gamma': 0.001226074833366518, 'balancing:strategy': 'weighting', 'classifier:random_forest:n_estimators': 100, 'imputation:strategy': 'median', 'classifier:__choice__': 'random_forest', 'preprocessor:kernel_pca:kernel': 'rbf', 'one_hot_encoding:use_minimum_fraction': 'False', 'classifier:random_forest:min_samples_leaf': 2},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.020000, SimpleClassificationPipeline({'rescaling:__choice__': 'standardize', 'classifier:random_forest:max_leaf_nodes': 'None', 'one_hot_encoding:minimum_fraction': 0.01, 'classifier:random_forest:bootstrap': 'True', 'classifier:random_forest:criterion': 'gini', 'classifier:random_forest:min_samples_split': 2, 'preprocessor:__choice__': 'no_preprocessing', 'classifier:random_forest:max_depth': 'None', 'classifier:random_forest:min_weight_fraction_leaf': 0.0, 'classifier:random_forest:max_features': 1.0, 'balancing:strategy': 'none', 'classifier:random_forest:n_estimators': 100, 'imputation:strategy': 'mean', 'classifier:__choice__': 'random_forest', 'one_hot_encoding:use_minimum_fraction': 'True', 'classifier:random_forest:min_samples_leaf': 1},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.020000, SimpleClassificationPipeline({'rescaling:__choice__': 'standardize', 'classifier:sgd:power_t': 0.239572552282039, 'classifier:sgd:eta0': 0.03518957985993114, 'classifier:sgd:average': 'False', 'preprocessor:__choice__': 'no_preprocessing', 'classifier:sgd:penalty': 'l2', 'one_hot_encoding:use_minimum_fraction': 'False', 'balancing:strategy': 'none', 'classifier:sgd:fit_intercept': 'True', 'classifier:sgd:learning_rate': 'invscaling', 'imputation:strategy': 'median', 'classifier:__choice__': 'sgd', 'classifier:sgd:loss': 'log', 'classifier:sgd:alpha': 0.00023276065417973473, 'classifier:sgd:n_iter': 227},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.020000, SimpleClassificationPipeline({'rescaling:__choice__': 'standardize', 'classifier:liblinear_svc:tol': 0.005099707898603251, 'classifier:liblinear_svc:intercept_scaling': 1, 'classifier:liblinear_svc:fit_intercept': 'True', 'preprocessor:kernel_pca:n_components': 396, 'preprocessor:__choice__': 'kernel_pca', 'classifier:liblinear_svc:dual': 'False', 'preprocessor:kernel_pca:gamma': 4.396136749667125e-05, 'one_hot_encoding:use_minimum_fraction': 'False', 'classifier:liblinear_svc:loss': 'squared_hinge', 'balancing:strategy': 'none', 'classifier:liblinear_svc:penalty': 'l2', 'classifier:liblinear_svc:C': 30112.576830579445, 'imputation:strategy': 'mean', 'classifier:__choice__': 'liblinear_svc', 'preprocessor:kernel_pca:kernel': 'poly', 'classifier:liblinear_svc:multi_class': 'ovr', 'preprocessor:kernel_pca:coef0': -0.5254427810149112, 'preprocessor:kernel_pca:degree': 3},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.020000, SimpleClassificationPipeline({'rescaling:__choice__': 'minmax', 'classifier:sgd:l1_ratio': 0.0003940525087115852, 'preprocessor:polynomial:include_bias': 'True', 'classifier:sgd:eta0': 0.06626305197343035, 'classifier:sgd:average': 'True', 'preprocessor:__choice__': 'polynomial', 'classifier:sgd:penalty': 'elasticnet', 'one_hot_encoding:use_minimum_fraction': 'False', 'balancing:strategy': 'none', 'classifier:sgd:fit_intercept': 'True', 'classifier:sgd:learning_rate': 'optimal', 'preprocessor:polynomial:interaction_only': 'True', 'imputation:strategy': 'mean', 'classifier:__choice__': 'sgd', 'classifier:sgd:loss': 'perceptron', 'classifier:sgd:alpha': 0.00010215240432774463, 'preprocessor:polynomial:degree': 2, 'classifier:sgd:n_iter': 175},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
(0.020000, SimpleClassificationPipeline({'rescaling:__choice__': 'none', 'classifier:liblinear_svc:tol': 5.457926653414252e-05, 'classifier:liblinear_svc:intercept_scaling': 1, 'preprocessor:select_percentile_classification:percentile': 78.89876634097237, 'classifier:liblinear_svc:fit_intercept': 'True', 'preprocessor:__choice__': 'select_percentile_classification', 'classifier:liblinear_svc:dual': 'False', 'one_hot_encoding:use_minimum_fraction': 'False', 'classifier:liblinear_svc:loss': 'squared_hinge', 'balancing:strategy': 'none', 'classifier:liblinear_svc:penalty': 'l2', 'classifier:liblinear_svc:C': 0.5870960615406006, 'imputation:strategy': 'most_frequent', 'classifier:__choice__': 'liblinear_svc', 'classifier:liblinear_svc:multi_class': 'ovr', 'preprocessor:select_percentile_classification:score_func': 'chi2'},
dataset_properties={
  'target_type': 'classification',
  'multilabel': False,
  'multiclass': True,
  'sparse': False,
  'task': 2,
  'signed': False})),
]
Accuracy score 0.598382749326