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MAPIE scikit-learn-contrib

111

1.3k

bsd-3-clause

16

A scikit-learn-compatible module to estimate prediction intervals and control risks based on conformal predictions.

python sklearn regression data-science classification confidence-intervals conformal-prediction

Created 2021-03-30

2,963 commits to master branch, last one 6 days ago

fortuna awslabs

46

890

apache-2.0

12

A Library for Uncertainty Quantification.

ai ml jax flax calibration uncertainty deep-learning neural-networks machine-learning model-calibration bayesian-inference conformal-prediction uncertainty-estimation uncertainty-calibration uncertainty-quantification

Created 2022-11-17

238 commits to main branch, last one 10 days ago

conformal-prediction aangelopoulos

89

794

mit

13

Lightweight, useful implementation of conformal prediction on real data.

conformal time-series uncertainty computer-vision distribution-shift conformal-inference conformal-prediction time-series-prediction uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2021-12-25

151 commits to main branch, last one 8 months ago

crepes henrikbostrom

35

462

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 2 months ago

awesome-conformal-prediction valeman

34

406

other

10

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

r python awesome datascience probability uncertainty awesome-list deeplearning machinelearning machine-learning conformal-prediction uncertainty-estimation probability-distribution probability-distributions uncertainty-quantification

Created 2021-12-10

1,070 commits to main branch, last one 3 days ago

puncc deel-ai

16

304

unknown

5

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

conformal-inference conformal-prediction conformal-regressors uncertainty-estimation uncertainty-quantification

Created 2022-07-20

194 commits to main branch, last one 28 days ago

cqr yromano

49

254

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

conformal_classification aangelopoulos

36

229

mit

8

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

vision pytorch imagenet conformal classifier statistics uncertainty nonparametric classification computer-vision neural-networks prediction-sets machine-learning distribution-free conformal-prediction deep-neural-networks artificial-intelligence nonparametric-statistics uncertainty-quantification

Created 2020-09-04

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

conformal-predictions-from-scratch joneswack

24

194

unknown

7

Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.

numpy python machine-learning conformal-prediction uncertainty-estimation

Created 2023-12-27

19 commits to main branch, last one 10 months ago

Topics-In-Modern-Statistical-Learning dobriban

18

162

unknown

4

Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc

prediction calibration deep-learning machine-learning tolerance-intervals conformal-prediction uncertainty-quantification

Created 2021-11-06

145 commits to main branch, last one 6 months ago

lightning-uq-box lightning-uq-box

15

146

apache-2.0

7

Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning

pytorch deep-learning earth-observation pytorch-lightning conformal-prediction predictive-uncertainty bayesian-neural-networks uncertainty-quantification

Created 2023-02-17

282 commits to main branch, last one 3 days ago

ConformalPrediction.jl JuliaTrustworthyAI

12

138

mit

7

Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.

julia machine-learning conformal-prediction predictive-uncertainty

Created 2022-09-26

401 commits to main branch, last one 3 months 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-time-series aangelopoulos

6

103

mit

7

Conformal prediction for time-series applications.

control controls conformal time-series uncertainty control-theory control-systems conformal-prediction time-series-analysis uncertainty-quantification

Created 2023-05-02

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

EnbPI hamrel-cxu

22

98

mit

3

Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)

prediction time-series machine-learning anomaly-detection prediction-interval conformal-prediction

Created 2021-06-16

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

conformal-tights superlinear-ai

3

89

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 about a month ago

Ensemble-Conformalized-Quantile-Regression FilippoMB

9

85

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

conformalized-gnn snap-stanford

6

74

unknown

3

Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)

gnn graph calibration conformal-prediction graph-neural-networks uncertainty-quantification

Created 2023-09-03

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

conformal-risk aangelopoulos

6

60

mit

5

Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

python pytorch conformal computer-vision conformal-prediction pytorch-implementation uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2022-06-22

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

conformal-metalearners AlaaLab

6

42

unknown

3

[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

causal-effects conformal-prediction predictive-inference uncertainty-estimation treatment-effect-estimation

Created 2023-09-03

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

explore-eqa Stanford-ILIAD

3

36

unknown

7

Public release for "Explore until Confident: Efficient Exploration for Embodied Question Answering"

habitat-sim conformal-prediction vision-language-model embodied-question-answering

Created 2023-10-05

3 commits to master branch, last one 5 months ago

Conformers Bradley-Butcher

3

29

unknown

3

Unofficial implementation of Conformal Language Modeling by Quach et al

alignment transformers language-model conformal-prediction

Created 2023-07-07

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

confopt rick12000

2

27

apache-2.0

2

A Library for Conformal Hyperparameter Tuning

automl machine-learning predictive-modeling conformal-prediction hyperparameter-tuning inferential-statistics hyperparameter-optimization

Created 2023-12-09

28 commits to main branch, last one 10 months ago

conformal-language-modeling Varal7

5

26

unknown

2

Conformal Language Modeling

language-model conformal-prediction

Created 2023-12-21

2 commits to main branch, last one 11 months ago

ACPI salimamoukou

2

25

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