interpretability topic

List interpretability repositories

pytorch-grad-cam

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Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

awesome-machine-learning-interpretability

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A curated list of awesome responsible machine learning resources.

diabetes_use_case

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Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/

hc_ml

22
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Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

VOG

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Estimating Example Difficulty using Variance of Gradients

CADE

116
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Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications

alibi

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250
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Algorithms for explaining machine learning models

DALEX

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166
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moDel Agnostic Language for Exploration and eXplanation

awesome_deep_learning_interpretability

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深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)