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Top 4 feature-attribution open source projects

Model interpretability and understanding for PyTorch

✭ 2,830

python CSS javascript typescript shell Batchfile interpretability feature-importance interpretable-ai interpretable-ml feature-attribution

A set of notebooks as a guide to the process of fine-grained image classification of birds species, using PyTorch based deep neural networks.

✭ 29

Jupyter Notebook machine-learning deep-neural-networks deep-learning cnn pytorch image-classification manifold-learning pytorch-tutorial classification-model cub-200-2011 feature-attribution activation-maximization caltech-birds

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

✭ 57

python shell machine-learning deep-learning attribution pytorch interpretability interpretable-ai interpretable-ml explainable-ai xai lrp explainability feature-attribution

Collection of NLP model explanations and accompanying analysis tools

✭ 126

Jsonnet python Jupyter Notebook natural-language-processing transformers datasets heatmaps interpretability explainability saliency-maps feature-attribution captum explainable-nlp

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