Projects in Awesome Lists tagged with conformal-prediction

https://github.com/scikit-learn-contrib/mapie

A scikit-learn-compatible module for estimating prediction intervals.

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

Last synced: 26 Sep 2024

https://github.com/scikit-learn-contrib/MAPIE

A scikit-learn-compatible module for estimating prediction intervals.

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

Last synced: 02 Aug 2024

https://github.com/awslabs/fortuna

A Library for Uncertainty Quantification.

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

Last synced: 31 Jul 2024

https://github.com/aangelopoulos/conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

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

Last synced: 01 Aug 2024

https://github.com/henrikbostrom/crepes

Conformal classifiers, regressors and predictive systems

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

Last synced: 29 Sep 2024

https://github.com/deel-ai/puncc

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

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

Last synced: 02 Aug 2024

https://github.com/yromano/cqr

Conformalized Quantile Regression

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

Last synced: 31 Jul 2024

https://github.com/aangelopoulos/conformal_classification

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).

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

Last synced: 01 Aug 2024

https://github.com/joneswack/conformal-predictions-from-scratch

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

conformal-prediction machine-learning numpy python uncertainty-estimation

Last synced: 03 Aug 2024

https://github.com/dobriban/Topics-In-Modern-Statistical-Learning

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

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

Last synced: 03 Aug 2024

https://github.com/lightning-uq-box/lightning-uq-box

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

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

Last synced: 29 Sep 2024

https://github.com/JuliaTrustworthyAI/ConformalPrediction.jl

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

conformal-prediction julia machine-learning predictive-uncertainty

Last synced: 03 Aug 2024

https://github.com/superlinear-ai/conformal-tights

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

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

Last synced: 29 Sep 2024

https://github.com/radix-ai/conformal-tights

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

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

Last synced: 03 Aug 2024

https://github.com/hamrel-cxu/EnbPI

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

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

Last synced: 01 Aug 2024

https://github.com/FilippoMB/Ensemble-Conformalized-Quantile-Regression

Valid and adaptive prediction intervals for probabilistic time series forecasting

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

Last synced: 03 Aug 2024

https://github.com/aangelopoulos/conformal-risk

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

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

Last synced: 01 Aug 2024

https://github.com/Bradley-Butcher/Conformers

Unofficial implementation of Conformal Language Modeling by Quach et al

alignment conformal-prediction language-model transformers

Last synced: 03 Aug 2024

https://github.com/rick12000/confopt

A Library for Conformal Hyperparameter Tuning

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

Last synced: 03 Aug 2024

https://github.com/M-Soundouss/CopulaConformalMTR

Code for paper "Copula-based conformal prediction for Multi-Target Regression"

conformal-prediction copulas multi-target-regression

Last synced: 03 Aug 2024

https://github.com/Akai01/caretForecast

Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms

caret conformal-prediction data-science econometrics forecast forecasting forecasting-models machine-learning macroeconometrics microeconometrics r time-series time-series-forcasting time-series-prediction

Last synced: 03 Aug 2024

https://github.com/msesia/chr

Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems

conformal-prediction machine-learning quantile-regression regression uncertainty-quantification

Last synced: 03 Aug 2024

https://github.com/pyladiesams/conformal-prediction-jan2024

An introduction to conformal prediction

conformal-prediction forecasting python

Last synced: 03 Aug 2024

https://github.com/CoryMcCartan/conformalbayes

Jackknife(+) Predictive Intervals for Bayesian Models

bayesian conformal-prediction prediction r

Last synced: 03 Aug 2024

https://github.com/nafisehkakhani/Conformal_Prediction_DSM

Conformal Prediction for Digital Soil Mapping

conformal-prediction remote-sensing soil-science uncertainty-quantification

Last synced: 03 Aug 2024

https://github.com/msesia/conformal-label-noise

This repository implements conformal prediction methods for classification tasks that can automatically adapt to random label contamination in the calibration sample.

classification computer-vision conformal-prediction label-noise uncertainty-quantification

Last synced: 01 Aug 2024

https://github.com/manome/python-supervised-learning

This project provides sample code for performing supervised learning.

conformal-prediction scikit-learn supervised-learning

Last synced: 26 Sep 2024