CS663 | computer vision
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Explainable AI --a start

  • cat&dog with Grad-CAM in Tensorflow 2.0 notebook explained
  • Another example Grad-CAM Tensorflow Colab
  • Another example with Grad-CAM PLUS layer by layer visualization Tensorflow Cat/Dog model
  • good stackoverflow Q+A on subject
  • lecture on tf-explain (that supports Grad-CAM)
  • tf-explain (3rd party code on top of TF)
    • From Practical Deep Learning for Cloud, Mobile, and Edge by Anirudh Koul, Siddha Ganju, Meher Kasam
      • colab that uses tf-explain on different TF CNN classification models (ResNet50, VGG16, MobileNet) [ local copy]
    • Papers: Grad-CAM, Visualizing Convolutional Layers
    • Video: developer video
  • Explainable AI offerings on Google Cloud Video

cs663:computer vision

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