aiqclib.train package

Subpackages

• aiqclib.train.models package
  • Submodules
  • aiqclib.train.models.decision_tree module
    • DecisionTree
      • DecisionTree.expected_class_name
      • DecisionTree.short_name
  • aiqclib.train.models.gaussian_naive_bayes module
    • GaussianNaiveBayes
      • GaussianNaiveBayes.expected_class_name
      • GaussianNaiveBayes.short_name
  • aiqclib.train.models.k_nearest_neighbors module
    • KNearestNeighbors
      • KNearestNeighbors.expected_class_name
      • KNearestNeighbors.short_name
  • aiqclib.train.models.linear_discriminant_analysis module
    • LinearDiscriminantAnalysis
      • LinearDiscriminantAnalysis.expected_class_name
      • LinearDiscriminantAnalysis.short_name
  • aiqclib.train.models.logistic_regression module
    • LogisticRegression
      • LogisticRegression.expected_class_name
      • LogisticRegression.short_name
  • aiqclib.train.models.model_suite module
    • ModelSuite
      • ModelSuite.build()
      • ModelSuite.expected_class_name
      • ModelSuite.multi
      • ModelSuite.set_enable_shap()
      • ModelSuite.short_name
      • ModelSuite.test()
      • ModelSuite.update_nthreads()
  • aiqclib.train.models.multilayer_perceptron module
    • MultilayerPerceptron
      • MultilayerPerceptron.expected_class_name
      • MultilayerPerceptron.short_name
  • aiqclib.train.models.random_forest module
    • RandomForest
      • RandomForest.expected_class_name
      • RandomForest.short_name
  • aiqclib.train.models.support_vector_machine module
    • SupportVectorMachine
      • SupportVectorMachine.expected_class_name
      • SupportVectorMachine.short_name
  • aiqclib.train.models.xgboost module
    • XGBoost
      • XGBoost.expected_class_name
      • XGBoost.short_name
• aiqclib.train.step1_read_input package
  • Submodules
  • aiqclib.train.step1_read_input.dataset_a module
    • InputTrainingSetA
      • InputTrainingSetA.expected_class_name
  • aiqclib.train.step1_read_input.input_base module
    • InputTrainingSetBase
      • InputTrainingSetBase.default_file_names
      • InputTrainingSetBase.input_file_names
      • InputTrainingSetBase.process_targets()
      • InputTrainingSetBase.read_test_sets()
      • InputTrainingSetBase.read_training_set()
      • InputTrainingSetBase.test_sets
      • InputTrainingSetBase.training_sets
• aiqclib.train.step2_validate_model package
  • Submodules
  • aiqclib.train.step2_validate_model.kfold_validation module
    • KFoldValidation
      • KFoldValidation.default_k_fold
      • KFoldValidation.expected_class_name
      • KFoldValidation.get_k_fold()
      • KFoldValidation.validate()
  • aiqclib.train.step2_validate_model.kfold_validation_suite module
    • KFoldValidationSuite
      • KFoldValidationSuite.default_k_fold
      • KFoldValidationSuite.expected_class_name
      • KFoldValidationSuite.get_k_fold()
      • KFoldValidationSuite.validate()
  • aiqclib.train.step2_validate_model.validate_base module
    • ValidationBase
      • ValidationBase.base_model
      • ValidationBase.create_metric_plots()
      • ValidationBase.default_file_names
      • ValidationBase.load_base_model()
      • ValidationBase.model_scores
      • ValidationBase.models
      • ValidationBase.output_file_names
      • ValidationBase.process_targets()
      • ValidationBase.reports
      • ValidationBase.summarised_reports
      • ValidationBase.training_sets
      • ValidationBase.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
    • BuildModel
      • BuildModel.build()
      • BuildModel.build_final_model()
      • BuildModel.expected_class_name
      • BuildModel.test()
  • aiqclib.train.step4_build_model.build_model_base module
    • BuildModelBase
      • BuildModelBase.base_model
      • BuildModelBase.build()
      • BuildModelBase.build_final_model()
      • BuildModelBase.build_final_model_targets()
      • BuildModelBase.build_targets()
      • BuildModelBase.create_metric_plots()
      • BuildModelBase.default_file_names
      • BuildModelBase.default_model_file_name
      • BuildModelBase.final_models
      • BuildModelBase.load_base_model()
      • BuildModelBase.model_file_names
      • BuildModelBase.model_scores
      • BuildModelBase.models
      • BuildModelBase.output_file_names
      • BuildModelBase.predictions
      • BuildModelBase.read_models()
      • BuildModelBase.reports
      • BuildModelBase.shap_values
      • BuildModelBase.test()
      • BuildModelBase.test_sets
      • BuildModelBase.test_targets()
      • BuildModelBase.training_sets
      • BuildModelBase.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
    • BuildModelSuite
      • BuildModelSuite.build()
      • BuildModelSuite.build_final_model()
      • BuildModelSuite.create_metric_plots()
      • BuildModelSuite.expected_class_name
      • BuildModelSuite.read_models()
      • BuildModelSuite.test()
      • BuildModelSuite.test_targets()