Search Results - RepositoryStats

60

572

apache-2.0

27

An extension of XGBoost to probabilistic modelling

gamlss xgboost machine-learning normalizing-flows prediction-intervals mixture-density-model uncertainty-estimation multi-target-regression probabilistic-forecasts distributional-regression

Created 2019-06-16

978 commits to master branch, last one 11 months ago

crepes henrikbostrom

36

469

bsd-3-clause

4

Python package for conformal prediction

python sklearn regression scikit-learn prediction-sets jupyter-notebook machine-learning quantile-regression confidence-intervals conformal-prediction conformal-regressors prediction-intervals conformal-classifiers uncertainty-quantification conformal-predictive-systems cumulative-distribution-function

Created 2021-11-17

196 commits to main branch, last one 3 months ago

LightGBMLSS StatMixedML

28

285

apache-2.0

11

An extension of LightGBM to probabilistic modelling

gamlss lightgbm machine-learning normalizing-flows prediction-intervals mixture-density-model uncertainty-estimation distributional-regression probabilistic-forecasting

Created 2020-07-03

194 commits to master branch, last one 9 months ago

cqr yromano

49

258

other

8

Conformalized Quantile Regression

pytorch fairness prediction deep-learning random-forest conformal-methods quantile-regression algorithmic-fairness conformal-prediction prediction-intervals random-forest-regression

Created 2019-04-12

201 commits to master branch, last one 2 years ago

quantile-forest zillow

25

218

apache-2.0

11

Quantile Regression Forests compatible with scikit-learn.

python random-forest machine-learning scikit-learn-api quantile-regression prediction-intervals uncertainty-estimation quantile-regression-forests

Created 2022-03-23

407 commits to main branch, last one 18 days ago

CatBoostLSS StatMixedML

13

142

mit

14

An extension of CatBoost to probabilistic modelling

gamlss catboost machine-learning prediction-intervals uncertainty-estimation probabilistic-forecasts distributional-regression

Created 2019-12-20

44 commits to master branch, last one about a year ago

Conffusion eliahuhorwitz

5

137

unknown

5

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

pytorch diffusion inpainting deep-learning image-to-image computer-vision diffusion-models generative-model image-generation super-resolution quantile-regression conformal-prediction prediction-intervals uncertainty-estimation uncertainty-quantification

Created 2022-11-17

11 commits to main branch, last one 2 years ago

conformal-tights superlinear-ai

3

90

mit

3

👖 Conformal Tights adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor or Darts forecaster

python forecasting scikit-learn machine-learning quantile-regression conformal-prediction prediction-intervals time-series-forecasting

Created 2024-03-01

31 commits to main branch, last one 2 months ago

Ensemble-Conformalized-Quantile-Regression FilippoMB

9

87

mit

2

Valid and adaptive prediction intervals for probabilistic time series forecasting

random-forest quantile-regression conformal-prediction prediction-intervals frequentist-statistics time-series-prediction time-series-forecasting ensemble-machine-learning probabilistic-forecasting recurrent-neural-networks uncertainty-quantification frequentistic-confidence-intervals

Created 2022-02-11

26 commits to main branch, last one 2 years ago

doubt saattrupdan

3

50

mit

3

Bringing back uncertainty to machine learning.

bootstrap uncertainty machine-learning quantile-regression confidence-intervals prediction-intervals quantile-regression-forests

Created 2020-03-29

437 commits to main branch, last one 6 months ago

ACPI salimamoukou

2

26

mit

3

Adaptive Conformal Prediction Intervals (ACPI) is a Python package that enhances the Predictive Intervals provided by the split conformal approach by employing a weighting strategy.

confidence-intervals conformal-prediction conformal-regressors prediction-intervals uncertainty-quantification

Created 2023-02-03

18 commits to main branch, last one about a year ago