Package
- Modules
- buildml.automate module
SupervisedLearningSupervisedLearning.build_multiple_classifiers()SupervisedLearning.build_multiple_classifiers_from_features()SupervisedLearning.build_multiple_regressors()SupervisedLearning.build_multiple_regressors_from_features()SupervisedLearning.build_single_classifier_from_features()SupervisedLearning.build_single_regressor_from_features()SupervisedLearning.categorical_to_datetime()SupervisedLearning.categorical_to_numerical()SupervisedLearning.classifier_evaluation()SupervisedLearning.classifier_graph()SupervisedLearning.classifier_model_testing()SupervisedLearning.classifier_predict()SupervisedLearning.column_binning()SupervisedLearning.count_column_categories()SupervisedLearning.drop_columns()SupervisedLearning.eda()SupervisedLearning.eda_visual()SupervisedLearning.extract_date_features()SupervisedLearning.filter_data()SupervisedLearning.fix_missing_values()SupervisedLearning.fix_unbalanced_dataset()SupervisedLearning.get_bestK_KNNclassifier()SupervisedLearning.get_bestK_KNNregressor()SupervisedLearning.get_dataset()SupervisedLearning.get_training_test_data()SupervisedLearning.group_data()SupervisedLearning.load_large_dataset()SupervisedLearning.numerical_to_categorical()SupervisedLearning.pandas_profiling()SupervisedLearning.poly_get_optimal_degree()SupervisedLearning.polyreg_graph()SupervisedLearning.polyreg_x()SupervisedLearning.reduce_data_memory_useage()SupervisedLearning.regressor_evaluation()SupervisedLearning.regressor_model_testing()SupervisedLearning.regressor_predict()SupervisedLearning.remove_duplicates()SupervisedLearning.remove_outlier()SupervisedLearning.rename_columns()SupervisedLearning.replace_values()SupervisedLearning.reset_index()SupervisedLearning.scale_independent_variables()SupervisedLearning.select_datatype()SupervisedLearning.select_dependent_and_independent()SupervisedLearning.select_features()SupervisedLearning.set_index()SupervisedLearning.simple_linregres_graph()SupervisedLearning.sort_index()SupervisedLearning.sort_values()SupervisedLearning.split_data()SupervisedLearning.sweetviz_profile_report()SupervisedLearning.train_model_classifier()SupervisedLearning.train_model_regressor()SupervisedLearning.unique_elements_in_columns()
- buildml.date_features module
- buildml.eda module
- buildml.build_model module
FindK_KNN_Classifier()FindK_KNN_Regressor()build_classifier_model()build_multiple_classifiers()build_multiple_classifiers_from_features()build_multiple_regressors()build_multiple_regressors_from_features()build_regressor_model()build_single_classifier_from_features()build_single_regressor_from_features()classifier_graph()classifier_model_testing()regressor_model_testing()select_features()simple_linregres_graph()split_data()
- buildml.output_dataset module
- buildml.preprocessing module
categorical_to_numerical()column_binning()count_column_categories()drop_columns()filter_data()fix_missing_values()fix_unbalanced_dataset()group_data()load_large_dataset()numerical_to_categorical()remove_duplicates()remove_outlier()rename_columns()replace_values()reset_index()scale_independent_variables()select_datatype()set_index()sort_index()sort_values()
- Module contents
- Machine Learning Toolkit for Python
SupervisedLearningSupervisedLearning.build_multiple_classifiers()SupervisedLearning.build_multiple_classifiers_from_features()SupervisedLearning.build_multiple_regressors()SupervisedLearning.build_multiple_regressors_from_features()SupervisedLearning.build_single_classifier_from_features()SupervisedLearning.build_single_regressor_from_features()SupervisedLearning.categorical_to_datetime()SupervisedLearning.categorical_to_numerical()SupervisedLearning.classifier_evaluation()SupervisedLearning.classifier_graph()SupervisedLearning.classifier_model_testing()SupervisedLearning.classifier_predict()SupervisedLearning.column_binning()SupervisedLearning.count_column_categories()SupervisedLearning.drop_columns()SupervisedLearning.eda()SupervisedLearning.eda_visual()SupervisedLearning.extract_date_features()SupervisedLearning.filter_data()SupervisedLearning.fix_missing_values()SupervisedLearning.fix_unbalanced_dataset()SupervisedLearning.get_bestK_KNNclassifier()SupervisedLearning.get_bestK_KNNregressor()SupervisedLearning.get_dataset()SupervisedLearning.get_training_test_data()SupervisedLearning.group_data()SupervisedLearning.load_large_dataset()SupervisedLearning.numerical_to_categorical()SupervisedLearning.pandas_profiling()SupervisedLearning.poly_get_optimal_degree()SupervisedLearning.polyreg_graph()SupervisedLearning.polyreg_x()SupervisedLearning.reduce_data_memory_useage()SupervisedLearning.regressor_evaluation()SupervisedLearning.regressor_model_testing()SupervisedLearning.regressor_predict()SupervisedLearning.remove_duplicates()SupervisedLearning.remove_outlier()SupervisedLearning.rename_columns()SupervisedLearning.replace_values()SupervisedLearning.reset_index()SupervisedLearning.scale_independent_variables()SupervisedLearning.select_datatype()SupervisedLearning.select_dependent_and_independent()SupervisedLearning.select_features()SupervisedLearning.set_index()SupervisedLearning.simple_linregres_graph()SupervisedLearning.sort_index()SupervisedLearning.sort_values()SupervisedLearning.split_data()SupervisedLearning.sweetviz_profile_report()SupervisedLearning.train_model_classifier()SupervisedLearning.train_model_regressor()SupervisedLearning.unique_elements_in_columns()
- buildml.automate module