Machine Learning Functions#

Tabular Data#

Functions for optimizing ML models on tabular datasets.

`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.decision_tree_classifier.DecisionTreeClassifierFunction`	Decision Tree Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.gradient_boosting_classifier.GradientBoostingClassifierFunction`	Gradient Boosting Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.k_neighbors_classifier.KNeighborsClassifierFunction`	K-Nearest Neighbors Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.lightgbm_classifier.LightGBMClassifierFunction`	LightGBM Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.random_forest_classifier.RandomForestClassifierFunction`	Random Forest Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.svm_classifier.SVMClassifierFunction`	Support Vector Machine Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.classification.test_functions.catboost_classifier.CatBoostClassifierFunction`	CatBoost Classifier test function.

`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.decision_tree_regressor.DecisionTreeRegressorFunction`	Decision Tree Regressor test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.gradient_boosting_regressor.GradientBoostingRegressorFunction`	Gradient Boosting Regressor test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.k_neighbors_regressor.KNeighborsRegressorFunction`	K-Nearest Neighbors Regressor test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.lightgbm_regressor.LightGBMRegressorFunction`	LightGBM Regressor test function with surrogate support.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.random_forest_regressor.RandomForestRegressorFunction`	Random Forest Regressor test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.tabular.regression.test_functions.svm_regressor.SVMRegressorFunction`	Support Vector Machine Regressor test function.

Functions for optimizing ML models on image datasets.

`surfaces.test_functions.machine_learning.hyperparameter_optimization.image.classification.test_functions.simple_cnn_classifier.SimpleCNNClassifierFunction`	Simple CNN Image Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.image.classification.test_functions.deep_cnn_classifier.DeepCNNClassifierFunction`	Deep CNN Image Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.image.classification.test_functions.svm_image_classifier.SVMImageClassifierFunction`	SVM Image Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.image.classification.test_functions.random_forest_image_classifier.RandomForestImageClassifierFunction`	Random Forest Image Classifier test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.image.classification.test_functions.xgboost_image_classifier.XGBoostImageClassifierFunction`	XGBoost Image Classifier test function.

Functions for optimizing ML models on time series data.

`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.classification.test_functions.random_forest_ts_classifier.RandomForestTSClassifierFunction`	Random Forest Time-Series Classifier using feature extraction.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.classification.test_functions.knn_ts_classifier.KNNTSClassifierFunction`	K-Nearest Neighbors Time-Series Classifier.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.classification.test_functions.ts_forest_classifier.TSForestClassifierFunction`	Time Series Forest Classifier test function using sktime.

`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.forecasting.test_functions.gradient_boosting_forecaster.GradientBoostingForecasterFunction`	Gradient Boosting Forecaster test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.forecasting.test_functions.random_forest_forecaster.RandomForestForecasterFunction`	Random Forest Forecaster test function.
`surfaces.test_functions.machine_learning.hyperparameter_optimization.timeseries.forecasting.test_functions.exp_smoothing_forecaster.ExpSmoothingForecasterFunction`	Exponential Smoothing (Holt-Winters) Forecaster test function.