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130

1.8k

mit

35

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

metrics toolbox sharpness calibration uncertainty recalibration scoring-rules visualization visualizations uncertainty-metrics uncertainty-toolbox bayesian-deep-learning predictive-uncertainty uncertainty-estimation uncertainty-calibration bayesian-neural-networks uncertainty-quantification

Created 2020-09-06

151 commits to main branch, last one about a year ago

fortuna awslabs

46

892

apache-2.0

12

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

235 commits to main branch, last one 2 months ago

uncertainty-calibration huangsg1

52

307

unknown

8

A collection of research and application papers of (uncertainty) calibration techniques.

papers advertising calibration ctr-prediction uncertainty-calibration

Created 2021-02-10

47 commits to main branch, last one 10 months ago

pymatviz janosh

16

176

mit

7

A toolkit for visualizations in materials informatics.

plots plotly python matplotlib uncertainty machine-learning materials-science data-visualization materials-informatics uncertainty-calibration

Created 2021-02-21

386 commits to main branch, last one a day ago

verified_calibration p-lambda

20

143

mit

6

Calibration library and code for the paper: Verified Uncertainty Calibration. Ananya Kumar, Percy Liang, Tengyu Ma. NeurIPS 2019 (Spotlight).

ece metrics toolbox calibration calibration-library uncertainty-calibration

Created 2019-10-21

40 commits to master branch, last one 2 years ago

BayesCap ExplainableML

3

49

apache-2.0

5

(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks

gans deblurring inpainting calibration uncertainty deep-learning computer-vision medical-imaging depth-estimation machine-learning image-translation uncertainty-estimation uncertainty-calibration uncertainty-visualisation uncertainty-quantification

Created 2022-07-09

13 commits to main branch, last one about a year ago

transformer-uncertainty mourga

0

42

mit

1

Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.

transformers deep-learning uncertainty-estimation uncertainty-calibration

Created 2021-03-22

136 commits to main branch, last one 3 years ago