#Conformal-prediction

Showing 8 of 8 repositories tagged #conformal-prediction, ranked by stars

scikit-learn-contrib
scikit-learn-contrib
MAPIE

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

Score
100
★ 1.6k ⑂ 144
Jupyter Notebook
valeman
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.

Score
100
★ 1.3k ⑂ 117 +4/day
aangelopoulos
aangelopoulos
conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

Score
50
★ 1.1k ⑂ 122 +1/day
Jupyter Notebook
awslabs
awslabs
fortuna

A Library for Uncertainty Quantification.

Score
0
★ 927 ⑂ 53
Python
henrikbostrom
henrikbostrom
crepes

Python package for conformal prediction

Score
75
★ 579 ⑂ 45
Python
aangelopoulos
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).

Score
25
★ 257 ⑂ 36
Jupyter Notebook
aangelopoulos
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.

Score
0
★ 82 ⑂ 14 +1/day
Python
yotambraun
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

Score
0
★ 44 ⑂ 5
Python
Related Topics
#uncertainty-quantification#machine-learning#python#uncertainty#uncertainty-estimation#computer-vision#conformal#neural-networks#classification#confidence-intervals#data-science#regression

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