finol.evaluation_layer.EconomicDistiller

class finol.evaluation_layer.EconomicDistiller(load_dataset_output, train_model_output)

Class to implement economic distillation methods.

Parameters:

• load_dataset_output (Dict) – Dictionary containing output from function load_dataset().

• train_model_output (Dict) – Dictionary containing output from function train_model().

Methods

economic_distillation()

Distill the trained model to a simple form using economic distillation techniques, and calculate various evaluation metrics based on the loaded dataset and the resulting economic distillation model.

economic_distillation()

Distill the trained model to a simple form using economic distillation techniques, and calculate various evaluation metrics based on the loaded dataset and the resulting economic distillation model.

Returns:

None or dictionary containing calculated evaluation metrics for the economic distillation model.

Return type:

Optional[Dict]