# TorchCAM

> Class activation maps for your PyTorch classifiers (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM).

Start with [Debug one prediction with an AI agent](https://frgfm.github.io/torch-cam/getting-started/debug-prediction/) and the canonical [portable TorchCAM skill](https://github.com/frgfm/torch-cam/blob/main/.agents/skills/torchcam-debug-prediction/SKILL.md). The skill carries execution instructions; this file is a discovery aid.

## Getting started

- [Installation](https://frgfm.github.io/torch-cam/getting-started/installation/index.md)
- [TorchCAM Notebooks](https://frgfm.github.io/torch-cam/getting-started/notebooks/index.md)
- [Debug one prediction](https://frgfm.github.io/torch-cam/getting-started/debug-prediction/index.md)
- [Advanced usage](https://frgfm.github.io/torch-cam/getting-started/advanced-usage/index.md)
- [Troubleshooting](https://frgfm.github.io/torch-cam/getting-started/troubleshooting/index.md)

## Package Reference

- [Prediction explanations](https://frgfm.github.io/torch-cam/reference/explain/index.md)
- [Interpretability methods](https://frgfm.github.io/torch-cam/reference/methods/index.md)
- [Evaluation metrics](https://frgfm.github.io/torch-cam/reference/metrics/index.md)
- [Utilities](https://frgfm.github.io/torch-cam/reference/utils/index.md)

## Notes

- [Changelog](https://frgfm.github.io/torch-cam/notes/changelog/index.md)