Explainable AI (PyTorch Captum)


Created: 03 Jan 2023, 12:53 PM | Modified: =dateformat(this.file.mtime,"dd MMM yyyy, hh:mm a") Tags: knowledge, tools


Captum Logo

Captum is a model interpretability and understanding library for PyTorch. Captum means comprehension in Latin and contains general purpose implementations of integrated gradients, saliency maps, smoothgrad, vargrad and others for PyTorch models. It has quick integration for models built with domain-specific libraries such as torchvision, torchtext, and others.

Overview of Attribution Algorithms

From <https://github.com/pytorch/captum>

Code overview (ImageNet example)