Projects in Awesome Lists tagged with prediction-intervals
A curated list of projects in awesome lists tagged with prediction-intervals .
https://github.com/statmixedml/xgboostlss
An extension of XGBoost to probabilistic modelling
distributional-regression gamlss machine-learning mixture-density-model multi-target-regression normalizing-flows prediction-intervals probabilistic-forecasts uncertainty-estimation xgboost
Last synced: 16 May 2025
https://github.com/henrikbostrom/crepes
Python package for conformal prediction
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: 16 May 2025
https://github.com/statmixedml/lightgbmlss
An extension of LightGBM to probabilistic modelling
distributional-regression gamlss lightgbm machine-learning mixture-density-model normalizing-flows prediction-intervals probabilistic-forecasting uncertainty-estimation
Last synced: 04 Apr 2025
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: 15 Mar 2025
https://github.com/zillow/quantile-forest
Quantile Regression Forests compatible with scikit-learn.
machine-learning prediction-intervals python quantile-regression quantile-regression-forests random-forest scikit-learn-api uncertainty-estimation
Last synced: 05 Apr 2025
https://github.com/statmixedml/catboostlss
An extension of CatBoost to probabilistic modelling
catboost distributional-regression gamlss machine-learning prediction-intervals probabilistic-forecasts uncertainty-estimation
Last synced: 25 Mar 2025
https://github.com/eliahuhorwitz/conffusion
Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
computer-vision conformal-prediction deep-learning diffusion diffusion-models generative-model image-generation image-to-image inpainting prediction-intervals pytorch quantile-regression super-resolution uncertainty-estimation uncertainty-quantification
Last synced: 22 Apr 2025
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: 06 Apr 2025
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: 11 May 2025
https://github.com/saattrupdan/doubt
Bringing back uncertainty to machine learning.
bootstrap confidence-intervals machine-learning prediction-intervals quantile-regression quantile-regression-forests uncertainty
Last synced: 15 Dec 2024
https://github.com/nppackages/scpi
Prediction and inference procedures for synthetic control methods with multiple treated units and staggered adoption.
prediction-intervals python r stata synthetic-control
Last synced: 06 Apr 2025
https://github.com/elisim/piven
Official implementation of the paper "PIVEN: A Deep Neural Network for Prediction Intervals with Specific Value Prediction" by Eli Simhayev, Gilad Katz and Lior Rokach.
deep-learning prediction-intervals regression tensorflow uncertainty-estimation
Last synced: 22 Nov 2024
https://github.com/lsorber/neo-ls-svm
Neo LS-SVM is a modern Least-Squares Support Vector Machine implementation
conformal-prediction gaussian-processes kernel-methods kernel-ridge-regression ls-svm machine-learning prediction-intervals python support-vector-machines
Last synced: 28 Apr 2025
