sktime

sktime/skpro

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

327 stars 191 forks 327 watchers Python BSD 3-Clause "New" or "Revised" License

ai data-science distributional-regression distributions failure-prediction framework hacktoberfest machine-learning prediction probability-distributions python regression sklearn sktime survival-analysis survival-models survival-prediction time-to-event

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30 Open Issues Need Help Last updated: Jun 30, 2026

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[BUG] `test_discrete_pmf_plotting` is failing 1 day ago

bug good first issue module:probability&simulation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[BUG] Bayesian regressors are not API compliant - overwriting self-parameters 1 day ago

bug good first issue module:regression

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] roadmap of probability distributions to implement 6 days ago

good first issue module:probability&simulation implementing algorithms feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] roadmap of probabilistic regressors to implement or to interface 7 days ago

good first issue module:regression implementing algorithms interfacing algorithms

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[DOC] update outdated installation guide about 1 month ago

good first issue documentation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] online probabilistic regression meta-algorithms wishlist about 1 month ago

good first issue module:regression implementing algorithms feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] add `hyperactive` tuner as importable directly from `skpro` about 1 month ago

enhancement good first issue module:regression interfacing algorithms module:survival&time-to-event

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[BUG] investigate `sksurv` (`scikit-survival`) based failures 3 months ago

bug good first issue module:survival&time-to-event

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Support for discrete output distributions and probabilistic classification 3 months ago

enhancement good first issue feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Ensure conditional running of recently added tests 3 months ago

enhancement good first issue

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] distribution fitters - framework and first examples 4 months ago

enhancement good first issue module:probability&simulation implementing framework

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[MNT] CRON job for regular running of estimator tests 4 months ago

enhancement good first issue module:tests

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Ensure testing of parameter mutation through `predict` methods, and in components 4 months ago

good first issue module:regression

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] migrate base class registry to a class based structure 4 months ago

enhancement good first issue module:base-framework

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[MNT] gradually remove `<3.13` bounds from soft dependencies in `all_extras` 4 months ago

good first issue maintenance

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Ensure testing of parameter mutation through `predict_proba` 4 months ago

enhancement good first issue module:regression

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[DOC] tag documentation 4 months ago

good first issue documentation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Add LightGBMLSS to skpro 4 months ago

good first issue module:regression feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] distributions: add missing explicit energy computations 4 months ago

enhancement good first issue module:probability&simulation feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] general Johnson QPD regression wrapper to reduce proba to quantile predictions 4 months ago

good first issue module:regression implementing algorithms feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] issues and features for the `Empirical` distribution 4 months ago

bug enhancement good first issue module:probability&simulation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] class based tag system 4 months ago

enhancement good first issue module:base-framework

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] add an estimator overview like in `sktime` 4 months ago

good first issue feature request documentation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[DOC] design distribution specific documentation override for methods 5 months ago

good first issue module:probability&simulation documentation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[BUG] double check explicit energy computations added in #688 6 months ago

bug good first issue module:probability&simulation

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Zero-inflated distributions 7 months ago

good first issue module:probability&simulation feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] move `BaseDistribution.sample` method to boilerplate layered design 8 months ago

enhancement good first issue

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] Interface `pygam` 8 months ago

enhancement good first issue module:regression

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] interface GLM models from `glum` 8 months ago

good first issue module:regression interfacing algorithms feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event

[ENH] `mapie 1.X` compatibility 12 months ago

AI Summary: Update the `skpro` library to maintain compatibility with `mapie` version 1.x by adding a dependency on `mapie<1.0` for `MapieRegressor` and creating four new classes to interface with the four new `mapie` regression classes introduced in version 1.x.

Complexity: 4/5

good first issue module:regression feature request

327

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

Python

#ai#data-science#distributional-regression#distributions#failure-prediction#framework#hacktoberfest#machine-learning#prediction#probability-distributions#python#regression#sklearn#sktime#survival-analysis#survival-models#survival-prediction#time-to-event