evalml.objectives.MAPE¶

class evalml.objectives.MAPE[source]¶

Mean absolute percentage error for time series regression. Scaled by 100 to return a percentage.

Only valid for nonzero inputs. Otherwise, will throw a ValueError

Methods

`__init__`	Initialize self.
`calculate_percent_difference`	Calculate the percent difference between scores.
`is_defined_for_problem_type`
`objective_function`	Computes the relative value of the provided predictions compared to the actual labels, according a specified metric
`score`	Returns a numerical score indicating performance based on the differences between the predicted and actual values.
`validate_inputs`	Validates the input based on a few simple checks.

Class Inheritance¶