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Uncertainty Calibration Python Packages

Python packages with the GitHub topic uncertainty-calibration. Sorted by relevance, with stars and monthly downloads.
janosh
pymatviz

A toolkit for visualizations in materials informatics.

32K 314 38
uncertainty-toolbox
uncertainty-toolbox

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

13K 2K 146
AnanyaKumar
uncertainty-calibration

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

10K 153 21
EFS-OpenSource
thetiscore

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

655 6 1
EFS-OpenSource
thetis

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

309 6 1
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
Ruhallah93
superior-scoring-rules

PBS and PLL are superior evaluation metrics for probabilistic classifiers, fixing flaws in Brier Score (MSE) and Log Loss (Cross-Entropy). Strictly proper, consistent, and better for model selection, early stopping, and checkpointing.

193 12 3
janosh
ml-matrics

A toolkit for visualizations in materials informatics.

12 314 38
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