Distribution fitters#

The skpro.distfitter module contains distribution fitters which combine a pandas.DataFrame-like API with a scikit-base compatible object interface.

All distribution fitters in skpro can be listed using the skpro.registry.all_objects utility, using object_types="distfitter", optionally filtered by tags. Valid tags can be listed using skpro.registry.all_tags.

Parametric fitters#

MOMFitter(dist[, mean_name, std_name, ...])

Fit a distribution using method of moments (mean and standard deviation).

NormalFitter([method, shrinkage_target, ...])

Fit a Normal distribution using sample mean and standard deviation.

Base#

BaseDistFitter()

Base class for distribution fitters.