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Deep Learning Academy · Lesson

Grad-CAM: See What the Model Looks At

Visualize which pixels drive a decision.

Open the Black Box

A CNN can be right for the wrong reason. Grad-CAM reveals which pixels actually drove a prediction, so you can trust or question it.

Heatmaps Over the Image

Grad-CAM paints a heatmap on top of the input. Warm regions are where the model focused; cool regions it ignored. 🔥

All lessons in this course

  1. Precision, Recall, F1 & ROC-AUC
  2. Confusion Matrices & Error Analysis
  3. Grad-CAM: See What the Model Looks At
  4. Calibrate Confidence
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