tpcp.validate: Validation helper

Module for all helper methods to evaluate algorithms.

Classes

Scorer(score_func, ~tpcp._dataset.DatasetT], ...)	A scorer to score multiple data points of a dataset and average the results.
Aggregator(_value)	Base class for aggregators.
MeanAggregator(_value)	Aggregator that calculates the mean of the values.
NoAgg(_value)	Wrapper to wrap one or multiple output values of a scorer to prevent aggregation of these values.

Functions

cross_validate(optimizable, dataset, *[, ...])	Evaluate a pipeline on a dataset using cross validation.
validate(pipeline, dataset, *[, scoring, ...])	Evaluate a pipeline on a dataset without any optimization.