interpretable-ai topic

List interpretable-ai repositories

captum

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Model interpretability and understanding for PyTorch

Deep_XF

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Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, pro...

zennit

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Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

fat-forensics

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Modular Python Toolbox for Fairness, Accountability and Transparency Forensics

xaience

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All about explainable AI, algorithmic fairness and more

rrl

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The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classif...

WhiteBox-Part1

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In this part, I've introduced and experimented with ways to interpret and evaluate models in the field of image. (Pytorch)

interpretable-ml

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Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

BioExp

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Explainability of Deep Learning Models