uncertainty topic

List uncertainty repositories

SALib

842
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230
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Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.

deep-kernel-transfer

193
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29
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Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)

monoloco

416
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80
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A 3D vision library from 2D keypoints: monocular and stereo 3D detection for humans, social distancing, and body orientation.

awesome-conformal-prediction

21
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0
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A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

ggdist

800
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25
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Visualizations of distributions and uncertainty

UQ360

251
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57
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Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty in machine learning model predictions.

UncertaintyNN

138
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30
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Implementation and evaluation of different approaches to get uncertainty in neural networks

pytorch-ensembles

235
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23
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Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning, ICLR 2020

ups

226
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39
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"In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning" by Mamshad Nayeem Rizve, Kevin Duarte, Yogesh S Rawat, Mubarak Shah (ICLR 2021)

Probabilistic-Face-Embeddings

335
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56
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(ICCV 2019) Uncertainty-aware Face Representation and Recognition