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Uncertainty Estimation Python Packages

Python packages with the GitHub topic uncertainty-estimation. Sorted by relevance, with stars and monthly downloads.
stanfordmlgroup
ngboost

Natural Gradient Boosting for Probabilistic Prediction

178K 2K 249
zillow
quantile-forest

Quantile Regression Forests compatible with scikit-learn.

60K 254 30
uncertainty-toolbox
uncertainty-toolbox

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

13K 2K 146
deel-ai
puncc

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

6K 391 17
cvs-health
uqlm

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

5K 1K 123
pygpc-polynomial-chaos
pygpc

A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method

4K 85 28
StatMixedML
xgboostlss

An extension of XGBoost to probabilistic modelling

4K 709 80
StatMixedML
lightgbmlss

An extension of LightGBM to probabilistic modelling

3K 384 36
IntelLabs
bayesian-torch

A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

2K 10 3
liufeng2317
adfwi-torch

An Automatic Differentiation-based Waveform Inversion Framework Implemented in PyTorch.

2K 190 27
Kaleidophon
nlp-uncertainty-zoo

Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.

1K 55 4
raphbrodeur
torchbayesian

PyTorch-native Bayesian neural networks for uncertainty quantification in deep learning

440 6 1
wwu-mmll
photonai-conformal

No description available

295 1 0
dlmacedo
robust-deep-learning

A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.

255 18 3
nikitadurasov
masksembles

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).

242 104 16
stanfordmlgroup
ngboost-release

Natural Gradient Boosting for Probabilistic Prediction

173 2K 249
ImGJUser1
sentinelml

Runtime trust layer for machine learning systems that evaluates prediction reliability in real-world environments.

162 0 1
esl-epfl
kid-ppg

KID-PPG package for heart rate extraction from photoplethysmography signals

120 14 1
Yinghao-Li
muben

MUBen: Benchmarking the Uncertainty of Molecular Representation Models

64 7 0
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