aiqclib.train package
Subpackages
- aiqclib.train.models package
- Submodules
- aiqclib.train.models.decision_tree module
- aiqclib.train.models.gaussian_naive_bayes module
- aiqclib.train.models.k_nearest_neighbors module
- aiqclib.train.models.linear_discriminant_analysis module
- aiqclib.train.models.logistic_regression module
- aiqclib.train.models.model_suite module
- aiqclib.train.models.multilayer_perceptron module
- aiqclib.train.models.random_forest module
- aiqclib.train.models.support_vector_machine module
- aiqclib.train.models.xgboost module
- aiqclib.train.step1_read_input package
- aiqclib.train.step2_validate_model package
- Submodules
- aiqclib.train.step2_validate_model.kfold_validation module
- aiqclib.train.step2_validate_model.kfold_validation_suite module
- aiqclib.train.step2_validate_model.validate_base module
ValidationBaseValidationBase.base_modelValidationBase.create_metric_plots()ValidationBase.default_file_namesValidationBase.load_base_model()ValidationBase.model_scoresValidationBase.modelsValidationBase.output_file_namesValidationBase.process_targets()ValidationBase.reportsValidationBase.summarised_reportsValidationBase.training_setsValidationBase.validate()ValidationBase.write_model_scores()ValidationBase.write_reports()
- aiqclib.train.step3_optimise_model package
- aiqclib.train.step4_build_model package
- Submodules
- aiqclib.train.step4_build_model.build_model module
- aiqclib.train.step4_build_model.build_model_base module
BuildModelBaseBuildModelBase.base_modelBuildModelBase.build()BuildModelBase.build_final_model()BuildModelBase.build_final_model_targets()BuildModelBase.build_targets()BuildModelBase.create_metric_plots()BuildModelBase.default_file_namesBuildModelBase.default_model_file_nameBuildModelBase.final_modelsBuildModelBase.load_base_model()BuildModelBase.model_file_namesBuildModelBase.model_scoresBuildModelBase.modelsBuildModelBase.output_file_namesBuildModelBase.predictionsBuildModelBase.read_models()BuildModelBase.reportsBuildModelBase.shap_valuesBuildModelBase.test()BuildModelBase.test_setsBuildModelBase.test_targets()BuildModelBase.training_setsBuildModelBase.write_model_scores()BuildModelBase.write_models()BuildModelBase.write_predictions()BuildModelBase.write_reports()BuildModelBase.write_shap_values()
- aiqclib.train.step4_build_model.build_model_suite module