Techtonique/learningmachine

Machine Learning with uncertainty quantification and interpretability

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lightning-uq-box/lightning-uq-box

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

Language: Python - Size: 25.2 MB - Last synced: 1 day ago - Pushed: 5 days ago - Stars: 77 - Forks: 9

OliverHennhoefer/unquad

Conformal anomaly detection wrapper for uncertainty-quantified 'PyOD' anomaly detectors.

Language: Python - Size: 27.2 MB - Last synced: 5 days ago - Pushed: 5 days ago - Stars: 0 - Forks: 0

AlaaLab/conformal-metalearners

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

Language: Python - Size: 3.23 MB - Last synced: 1 day ago - Pushed: 7 months ago - Stars: 38 - Forks: 6

awslabs/fortuna

A Library for Uncertainty Quantification.

Language: Python - Size: 4.35 MB - Last synced: 6 days ago - Pushed: 27 days ago - Stars: 855 - Forks: 45

radix-ai/conformal-tights

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

Language: Python - Size: 590 KB - Last synced: 7 days ago - Pushed: 14 days ago - Stars: 68 - Forks: 2

Networks-Learning/counterfactual-prediction-sets

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

Language: Python - Size: 3.14 MB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 2 - Forks: 1

enriquegit/conformal-prediction-multiuser

Conformal Prediction in Multi-User Settings

Language: R - Size: 28.3 KB - Last synced: 12 days ago - Pushed: 12 days ago - Stars: 3 - Forks: 1

henrikbostrom/crepes

Conformal classifiers, regressors and predictive systems

Language: Python - Size: 10.3 MB - Last synced: 10 days ago - Pushed: 2 months ago - Stars: 346 - Forks: 27

lsorber/neo-ls-svm

Neo LS-SVM is a modern Least-Squares Support Vector Machine implementation

Language: Python - Size: 321 KB - Last synced: 12 days ago - Pushed: about 1 month ago - Stars: 11 - Forks: 0

matthewyccheung/conformal-metric

Implementation for our paper "Metric-guided Image Reconstruction Bounds via Conformal Prediction".

Language: Python - Size: 1.95 MB - Last synced: 16 days ago - Pushed: 16 days ago - Stars: 1 - Forks: 2

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).

Language: Jupyter Notebook - Size: 4.26 MB - Last synced: 1 day ago - Pushed: over 1 year ago - Stars: 211 - Forks: 34

AlaaLab/WebCP

[ NeurIPS 2023 R0-FoMo Workshop ] Official Codebase for "Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data"

Language: Jupyter Notebook - Size: 302 KB - Last synced: 1 day ago - Pushed: about 2 months ago - Stars: 4 - Forks: 1

JuliaTrustworthyAI/ConformalPrediction.jl

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

Language: Julia - Size: 12 MB - Last synced: 5 days ago - Pushed: 19 days ago - Stars: 128 - Forks: 11

cambridge-mlg/acp

Code for the paper "Approximating full conformal prediction at scale via influence functions""

Language: Jupyter Notebook - Size: 36.7 MB - Last synced: 3 days ago - Pushed: 20 days ago - Stars: 6 - Forks: 1

mertyg/beyond-confidence-atypicality

Repository for the NeurIPS 2023 paper "Beyond Confidence: Reliable Models Should Also Consider Atypicality"

Language: Python - Size: 26.4 KB - Last synced: 23 days ago - Pushed: 23 days ago - Stars: 10 - Forks: 3

BuelentUendes/CP_4_graphs

In this repo, I implement, compare and reproduce results for different conformal prediction methods for various graph machine learning models.

Language: Python - Size: 212 KB - Last synced: 24 days ago - Pushed: 25 days ago - Stars: 0 - Forks: 0

patpizio/reliabots

Language: Python - Size: 75.2 KB - Last synced: 26 days ago - Pushed: 26 days ago - Stars: 2 - Forks: 0

gchers/random-world

Standalone implementation of Conformal Prediction and other distribution-free Machine Learning methods.

Language: Rust - Size: 239 KB - Last synced: 5 days ago - Pushed: over 4 years ago - Stars: 13 - Forks: 4

valeman/awesome-conformal-prediction

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

Size: 41.3 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 3,349 - Forks: 269

scikit-learn-contrib/MAPIE

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

Language: Jupyter Notebook - Size: 91.1 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 1,144 - Forks: 93

deel-ai/puncc

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

Language: Python - Size: 6.13 MB - Last synced: 25 days ago - Pushed: about 2 months ago - Stars: 242 - Forks: 13

Akai01/caretForecast

Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms

Language: R - Size: 2 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 20 - Forks: 9

Varal7/conformal-language-modeling

Conformal Language Modeling

Language: Jupyter Notebook - Size: 1.35 MB - Last synced: about 1 month ago - Pushed: 5 months ago - Stars: 8 - Forks: 2

pyladiesams/conformal-prediction-jan2024

An introduction to conformal prediction

Language: Jupyter Notebook - Size: 3.22 MB - Last synced: 21 days ago - Pushed: 3 months ago - Stars: 12 - Forks: 1

dobriban/Topics-In-Modern-Statistical-Learning

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

Size: 89.3 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 148 - Forks: 12

aangelopoulos/conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

Language: Jupyter Notebook - Size: 37.6 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 623 - Forks: 73

nafisehkakhani/Conformal_Prediction_DSM

Conformal Prediction for Digital Soil Mapping

Language: Jupyter Notebook - Size: 14.4 MB - Last synced: about 1 month ago - Pushed: 4 months ago - Stars: 6 - Forks: 1

snap-stanford/conformalized-gnn

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

Language: Python - Size: 1.49 MB - Last synced: 27 days ago - Pushed: 8 months ago - Stars: 53 - Forks: 3

rick12000/confopt

A Library for Conformal Hyperparameter Tuning

Language: Python - Size: 140 KB - Last synced: 7 days ago - Pushed: 4 months ago - Stars: 23 - Forks: 2

CCaribe9/CFQRA-WACI

Code and experiments related to the paper: 'Enhancing reliability in prediction intervals using point forecasters: Cornish-Fisher Quantile Regression Averaging and Width-Adaptive Conformal Inference'

Language: Python - Size: 33.5 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

clu5/federated-conformal

Conformal Prediction + Federated Learning

Language: Jupyter Notebook - Size: 19.3 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 10 - Forks: 0

aangelopoulos/private_prediction_sets

Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.

Language: Python - Size: 4.51 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 17 - Forks: 3

OliverHennhoefer/cross-conformal-anomaly-detection

Reproducible experiments conducted in the paper 'Uncertainty Quantification in Anomaly Detection with Cross-Conformal p-Values'.

Language: Python - Size: 33.4 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

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.

Language: Python - Size: 68.4 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 1 - Forks: 1

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.

Language: Python - Size: 103 MB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 52 - Forks: 5

AlgoTrading101/Conformal-Prediction-MAPIE-Algotrading101

Conformal Prediction - A Practical Guide with MAPIE

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miladrayka/ENS_SCORE_GUI

A graphical user interface (GUI) and web application to facilitate the usage of ENS-Score.

Language: Python - Size: 692 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

miladrayka/ENS_Score

ENS-Score is machine learning-based scoring function, which applies a probabilistic approach to estimate protein-ligand binding affinity.

Language: Jupyter Notebook - Size: 28.1 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

joneswack/conformal-predictions-from-scratch

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

Language: Jupyter Notebook - Size: 1.73 MB - Last synced: 3 months ago - Pushed: 4 months ago - Stars: 154 - Forks: 21

predict-idlab/cmc-learner

Implementation of Conformal Monte Carlo (CMC) learner

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yromano/cqr

Conformalized Quantile Regression

Language: Jupyter Notebook - Size: 5.02 MB - Last synced: 3 months ago - Pushed: about 2 years ago - Stars: 217 - Forks: 42

danielseussler/conformalbayes

Conformal Bayesian Computation with Stan and Numba.

Language: Python - Size: 958 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

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)

Language: Jupyter Notebook - Size: 26.2 MB - Last synced: 3 months ago - Pushed: 6 months ago - Stars: 76 - Forks: 20

Bradley-Butcher/Conformers

Unofficial implementation of Conformal Language Modeling by Quach et al

Language: Python - Size: 109 KB - Last synced: 11 days ago - Pushed: 10 months ago - Stars: 25 - Forks: 3

aangelopoulos/conformal-time-series

Conformal prediction for time-series applications.

Language: Jupyter Notebook - Size: 829 MB - Last synced: 4 months ago - Pushed: 6 months ago - Stars: 72 - Forks: 4

paulinamoskwa/R-Stats

Easy-to-use collection of statistical methods and techniques, all written in R 🗂

Language: HTML - Size: 6.31 MB - Last synced: 4 months ago - Pushed: almost 2 years ago - Stars: 3 - Forks: 1

M-Soundouss/CopulaConformalMTR

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

Language: Python - Size: 11.7 KB - Last synced: 3 months ago - Pushed: about 3 years ago - Stars: 23 - Forks: 3

CoryMcCartan/conformalbayes

Jackknife(+) Predictive Intervals for Bayesian Models

Language: R - Size: 5.32 MB - Last synced: 2 days ago - Pushed: almost 2 years ago - Stars: 8 - Forks: 1

vitusbt/drone-el

Code for my Bachelor's thesis "Drone image and video encoding and processing using machine learning"

Language: Python - Size: 4.13 MB - Last synced: 5 months ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

FilippoMB/Ensemble-Conformalized-Quantile-Regression

Valid and adaptive prediction intervals for probabilistic time series forecasting

Language: Jupyter Notebook - Size: 1.96 MB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 66 - Forks: 7

ghoshsubh/ML-project

Machine Learning Concepts with code

Language: Python - Size: 1.01 MB - Last synced: 4 months ago - Pushed: 7 months ago - Stars: 1 - Forks: 0

Redfield-AB/Conformal_Prediction_Nodes

Redfield Conformal Prediction Nodes 🎈

Language: Java - Size: 127 MB - Last synced: 6 months ago - Pushed: 7 months ago - Stars: 3 - Forks: 3

NVlabs/pac-bayes-conformal-prediction

PAC-Bayes generalization certificates for ICP

Language: Jupyter Notebook - Size: 3.04 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 1 - Forks: 0

john-fante/rain-prediction

Bangladesh Rain Prediction (CatBoost, Conformal Prediction, F1 Score:0.84)

Language: Jupyter Notebook - Size: 381 KB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 0 - Forks: 0

eliahuhorwitz/Conffusion

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

Language: Python - Size: 2.14 MB - Last synced: 6 months ago - Pushed: over 1 year ago - Stars: 119 - Forks: 3

msesia/chr

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

Language: Python - Size: 218 KB - Last synced: 3 months ago - Pushed: about 2 years ago - Stars: 19 - Forks: 5

rabbidave/Squidward-Tentacles-and-Spying-on-Outputs-via-Conformal-Prediction

A serverless function is utilized to evaluate the divergence of a particular output from the established log-likelihood set by a language model. This function is designed to compute the log-likelihood per message. Subsequently, p-values are generated and used as a prediction interval to categorize, appropriately append, and sort LLM output

Language: Python - Size: 25.4 KB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

Networks-Learning/improve-expert-predictions-conformal-prediction

Code for "Improving Expert Predictions with Prediction Sets" , ICML 2023

Language: Jupyter Notebook - Size: 6.19 MB - Last synced: 29 days ago - Pushed: about 1 month ago - Stars: 6 - Forks: 4

francescopisu/deepneumo-service

Pneumonia classification as a service

Language: Python - Size: 21.5 KB - Last synced: 10 months ago - Pushed: over 1 year ago - Stars: 2 - Forks: 1

Bradley-Butcher/TopCon

TopCon^2 - Conformal Constrained Topic Classification

Language: Python - Size: 69.3 KB - Last synced: 9 months ago - Pushed: 10 months ago - Stars: 2 - Forks: 1

Sourabh-Marne/Conformal-Prediction-Implementation-using-Python

Implementation of Conformal Prediction Machine Learning algorithm from scratch in Python and use it for Transfer Learning. This is my Dissertation project for my Masters in Data Science and Analytics. Grade: 80%

Language: Jupyter Notebook - Size: 51.8 KB - Last synced: 10 months ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ying531/conformal-selection

Repository for R and Python packages and reproduction codes in Weighted Conformalized Selection paper

Language: Python - Size: 1.23 MB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 1 - Forks: 1

samuelstanton/conformal-bayesopt

Bayesian optimization with conformal coverage guarantees

Language: Python - Size: 89 MB - Last synced: 10 months ago - Pushed: over 1 year ago - Stars: 20 - Forks: 3

yongsukyee/uncertain_blackholemass

Uncertainty quantification of black hole mass estimation

Language: Jupyter Notebook - Size: 11.3 MB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 0 - Forks: 0

alireza-javanmardi/conformal-RUL-intervals

Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)

Language: Python - Size: 37.1 MB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 1 - Forks: 2

gcastro-98/conformal-bayesian

Conformal Bayesian Computation (CBC). This paper summarizes the theoretical foundings of the CBC, as well as it applies to 2 use-cases: classification and regression.

Language: Python - Size: 610 KB - Last synced: 3 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

clu5/lumbar-conformal

"Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets" presented at MICCAI 2022

Language: Jupyter Notebook - Size: 408 KB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 0 - Forks: 0

yugjerry/conf-mc

Conformalized matrix completion

Language: Jupyter Notebook - Size: 10.5 MB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 1 - Forks: 1

msesia/conditional-conformal-pvalues

Conditional calibration of conformal p-values for outlier detection.

Language: Python - Size: 305 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 17 - Forks: 1

jha-ayush/Real-estate-price-predictor

Real estate price predictor using Machine Learning models

Language: Python - Size: 64 MB - Last synced: 4 months ago - Pushed: about 1 year ago - Stars: 1 - Forks: 1

giulio-derasmo/Calibration-of-a-Deep-Learning-Model

This project aim to understad if a deep learning model is calibrated (average accuracy match average confident) using Reliability Diagram and perform a re-calibration by the training with Focal Loss.

Language: Jupyter Notebook - Size: 567 KB - Last synced: 4 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

richardangell/pitci

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

Language: Python - Size: 308 KB - Last synced: 2 months ago - Pushed: over 2 years ago - Stars: 7 - Forks: 0

wwu-mmll/photonai_conformal

Conformal Predictions using photonai

Language: Python - Size: 600 KB - Last synced: 14 days ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

callmespring/COPP Fork of yyzhangecnu/COPP

Conformal Off-policy Prediction

Language: R - Size: 23 MB - Last synced: 12 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

M-Soundouss/density_based_conformal_prediction

Code for paper "Deep conformal prediction for robust models"

Language: Python - Size: 25.4 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 7 - Forks: 1

matinmoezzi/ups_conformal_classification

An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal Prediction

Language: Python - Size: 92.8 KB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 5 - Forks: 0

Networks-Learning/Improve-Screening-via-Calibrated-Subset-Selection Fork of LequnWang/Improve-Screening-via-Calibrated-Subset-Selection

Code for "Improving Screening Processes via Calibrated Subset Selection", ICML 2022

Size: 33.2 KB - Last synced: 29 days ago - Pushed: about 2 years ago - Stars: 3 - Forks: 1

Niccolo-Ajroldi/Shiny-App-Black-Sea-Forecast

Shiny App implementation. Forecasting Black Sea anomalies + Conformal Prediction bands.

Language: R - Size: 35.7 MB - Last synced: 4 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

adarshvee/ConformalPredictionDemo

This is a small demo of Conformal Prediction given to Prof. Glenn Shafer's class in Feb-2018. Compares Conformal Prediction to plain Linear Regression using the Boston dataset from R

Language: R - Size: 1000 Bytes - Last synced: about 1 year ago - Pushed: almost 6 years ago - Stars: 1 - Forks: 0

thvasilo/uncertain-trees-reproducible

Online random forests with prediction uncertainty

Language: Shell - Size: 131 MB - Last synced: 7 days ago - Pushed: about 4 years ago - Stars: 2 - Forks: 2