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Conformal Prediction Python Packages

Python packages with the GitHub topic conformal-prediction. Sorted by relevance, with stars and monthly downloads.
scikit-learn-contrib
mapie

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

174K 2K 136
henrikbostrom
crepes

Python package for conformal prediction

27K 575 44
deel-ai
puncc

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

7K 385 18
eddmpython
vectrix

Zero-config time series forecasting for Python. 30+ models, auto selection, Forecast DNA, Rust turbo — one line of code.

4K 13 1
arclabs561
cohera

Sheaf theory and community detection

2K 0 0
ml-stat-Sustech
torchcp

A Python toolbox for conformal prediction research on deep learning models, using PyTorch.

2K 468 49
OliverHennhoefer
nonconform

Conformal Anomaly Detection & Change-Point Detection

1K 57 7
yotambraun
apdtflow

APDTFlow is a modern and extensible forecasting framework for time series data that leverages advanced techniques including neural ordinary differential equations (Neural ODEs), transformer-based components, and probabilistic modeling. Its modular design allows researchers and practitioners to experiment with multiple forecasting models and easily

1K 43 5
burning-cost
insurance-conformal

Conformal prediction intervals for Tweedie/Poisson insurance models - distribution-free coverage guarantees

1K 0 0
stelioszach03
verifiable-labs

RL environments for scientific AI agents with conformal-calibrated rewards

912 0 0
Cohorte-ai
theaios-trustgate

Black-box AI reliability certification via self-consistency sampling and conformal calibration

901 13 5
fmegahed
conformal-clip

Few-shot CLIP classification with conformal prediction, probability calibration, and reliability metrics.

822 0 0
OliverHennhoefer
unquad

Conformal Anomaly Detection & Change-Point Detection

602 57 7
superlinear-ai
conformal-tights

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

557 116 5
allianceai
endgame-ml

A unified framework for tabular, time-series, and multimodal machine learning

550 11 3
stelioszach03
verifiable-labs-envs

RL environments for scientific AI agents with conformal-calibrated rewards

409 0 0
stelioszach03
vlabs-calibrate

RL environments for scientific AI agents with conformal-calibrated rewards

330 0 0
donlapark
coverforest

A simple and fast sklearn-compatible conformal predictions with random forests for both classification and regression tasks.

330 45 6
Larsvanderlaan
selfcalibratingconformal

A Python implementation of Self-Calibrating Conformal Prediction

286 13 3
patpizio
reliabots

Improve the reliability of machine learning models with conformal prediction

282 1 0
burning-cost
insurance-conformal-ts

Conformal prediction intervals for non-exchangeable insurance claims time series

262 0 0
rick12000
confopt

A Library for Conformal Hyperparameter Tuning

259 104 6
egonmedhatten
online-cp

Repository for online conformal prediction methods

252 7 1
richardangell
pitci

Prediction intervals for trees using conformal intervals. Docs at https://pitci.readthedocs.io/en/latest/

232 8 0
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