tpcp.validate: Validation helper#
Module for all helper methods to evaluate algorithms.
Classes#
|
Wrapper around sklearn cross-validation splitters to support grouping and stratification with tpcp-Datasets. |
|
A scorer to score multiple data points of a dataset and average the results. |
|
Base class for aggregators. |
|
Aggregator that calculates the mean of the values. |
|
Wrapper to wrap one or multiple output values of a scorer to prevent aggregation of these values. |
Functions#
|
Evaluate a pipeline on a dataset using cross validation. |
|
Evaluate a pipeline on a dataset without any optimization. |