Explainability for Neural Networks (Grad-CAM, Saliency Maps) — Roadma…
Visualizing which parts of an input most influenced a model's prediction
- Level: advanced
- Estimated time: 1 days
- Roadmap: Deep Learning & Neural Networks
Before this step
Interview questions
- What does a Grad-CAM heatmap actually show about a CNN's decision?
Study resources
- Grad-CAM: Visual Explanations from Deep Networks (Article) — The original Grad-CAM paper for visualizing what a CNN attends to.
- Grad-CAM Explained (Video) — A practical explanation of visualizing CNN attention with Grad-CAM.
Part of
- Responsible & Explainable Deep Learning — section
- Deep Learning & Neural Networks roadmap — the full learning path