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Docs: Better image classification tutorial #145

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merged 1 commit into from
Jul 20, 2022

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@chr5tphr chr5tphr commented Jun 7, 2022

  • change the VGG tutorial to an image classification tutorial using
    VGG11 (with and without batch-norm) and ResNet18
  • demonstrate Saliency Map and SmoothGrad first
  • demonstrate EpsilonGammaBox and EpsilonPlusFlat
  • demonstrate different visualizations
  • demonstrate how to modify the built-in composites using the
    rule-parameters and cooperative layer maps
  • demonstrate a custom NameMapComposite
  • demonstrate a custom LayerMapComposite
  • add a ipynb-based table of contents for easier navigation and an
    overview

@chr5tphr chr5tphr force-pushed the tutorial-general-image-classification branch from bcf3b2f to 9afc88c Compare June 8, 2022 08:02
@chr5tphr chr5tphr force-pushed the tutorial-general-image-classification branch 5 times, most recently from 91c5ee0 to b966390 Compare July 19, 2022 16:53
@chr5tphr chr5tphr changed the title Draft: Better image classification tutorial Docs: Better image classification tutorial Jul 19, 2022
@chr5tphr chr5tphr marked this pull request as ready for review July 19, 2022 16:53
@chr5tphr chr5tphr force-pushed the tutorial-general-image-classification branch 3 times, most recently from 0b75a6b to 1bcfdab Compare July 20, 2022 13:04
- change the VGG tutorial to an image classification tutorial using
  VGG11 (with and without batch-norm) and ResNet18
- demonstrate Saliency Map and SmoothGrad first
- demonstrate EpsilonGammaBox and EpsilonPlusFlat
- demonstrate how to modify the stabilizer and epsilon of the built-in
  composites
- demonstrate different visualizations
- demonstrate how to modify the built-in composites using the
  rule-parameters and cooperative layer maps
- demonstrate a custom NameMapComposite
- demonstrate a custom LayerMapComposite
- add a ipynb-based table of contents for easier navigation and an
  overview
- change deprecated torchvision model argument `pretrained=False` to
  `weights=None` and `pretrained=True` to `weights='IMAGENET1K_V1'`
@chr5tphr chr5tphr force-pushed the tutorial-general-image-classification branch from 1bcfdab to 121510e Compare July 20, 2022 13:38
@chr5tphr chr5tphr merged commit 521718e into master Jul 20, 2022
@chr5tphr chr5tphr deleted the tutorial-general-image-classification branch July 20, 2022 14:00
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