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A collection of Python tools for model searching tasks and experiments in regression and classification problems.

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Model Experiments Toolbox

A collection of Python tools for model searching tasks and experiments in regression and classification problems.

Regression Tools

  • Tester: a class that helps conduct experiments for a given model, data and set of features.
  • KFoldCrossValidator: a class that helps to conduct k-folds cross validation experiments for a given model, data and set of features.
  • LOOCrossValidator: a class that helps to conduct LOOCV experiments for a given model, data and set of features.
  • Explorer: a class used to explore sets of regressors with various settings using cross validation.
  • RandomizedSearchCrossValidator: a class that helps to cross validate a model with different features and randomized search for best hyperparameters.
  • GridSearchCrossValidator: a class that helps to cross validate a model with different features and grid search for best hyperparameters.

Classification Tools

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A collection of Python tools for model searching tasks and experiments in regression and classification problems.

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