Opening Up the Black Box: Model Understanding with Captum and PyTorch

Presented by Narine Kokhlikyan, Facebook AI | Ludwig Schubert, OpenAI at GTC 2020 (

PyTorch, the popular open-source ML framework, has continued to evolve rapidly since the introduction of PyTorch 1.0, which brought an accelerated workflow from research to production. In this presentation, we’ll deep dive on Captum, a model interpretability library for PyTorch which currently offers a number of attribution algorithms that allow us to understand the importance of input features, and hidden neurons and layers.


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