21 results found Sort:

scikit-learn-contrib
MAPIE scikit-learn-contrib
99
1.2k
bsd-3-clause
14
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
2,650 commits to master branch, last one 2 days ago
awslabs
fortuna awslabs
46
864
apache-2.0
11
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
230 commits to main branch, last one 23 days ago
aangelopoulos
conformal-prediction aangelopoulos
80
691
mit
9
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 3 months ago
henrikbostrom
crepes henrikbostrom
28
358
bsd-3-clause
4
Conformal classifiers, regressors and predictive systems
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
186 commits to main branch, last one a day ago
deel-ai
puncc deel-ai
14
249
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
182 commits to main branch, last one 3 months ago
yromano
cqr yromano
44
230
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
aangelopoulos
conformal_classification aangelopoulos
34
217
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
joneswack
conformal-predictions-from-scratch joneswack
22
174
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 5 months ago
dobriban
Topics-In-Modern-Statistical-Learning dobriban
14
156
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 about a month ago
JuliaTrustworthyAI
ConformalPrediction.jl JuliaTrustworthyAI
11
132
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
365 commits to main branch, last one 2 months ago
eliahuhorwitz
Conffusion eliahuhorwitz
5
132
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 about a year ago
lightning-uq-box
lightning-uq-box lightning-uq-box
12
99
apache-2.0
6
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
193 commits to main branch, last one 5 days ago
aangelopoulos
conformal-time-series aangelopoulos
5
90
mit
6
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 7 months ago
hamrel-cxu
EnbPI hamrel-cxu
20
88
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 7 months ago
radix-ai
conformal-tights radix-ai
3
77
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
29 commits to main branch, last one 17 days ago
FilippoMB
Ensemble-Conformalized-Quantile-Regression FilippoMB
7
75
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 about a year ago
snap-stanford
conformalized-gnn snap-stanford
7
62
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 9 months ago
aangelopoulos
conformal-risk aangelopoulos
5
55
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
AlaaLab
conformal-metalearners AlaaLab
6
41
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 8 months ago
rick12000
confopt rick12000
2
25
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 5 months ago
Bradley-Butcher
Conformers Bradley-Butcher
3
25
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 11 months ago