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janosh
pymatviz

A toolkit for visualizations in materials informatics.

41K 313 38
uncertainty-toolbox
uncertainty-toolbox

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

17K 2K 146
AnanyaKumar
uncertainty-calibration

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

9K 152 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.

1K 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.

347 6 1
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.

241 12 3
dlmacedo
robust-deep-learning

The Robust Deep Learning Library

235 17 3
janosh
ml-matrics

A toolkit for visualizations in materials informatics.

7 308 38
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