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[GSoC] TF 2.0 Custom ResNet Training #79

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Vishal-V
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@Vishal-V Vishal-V commented Jul 22, 2019

  • Custom ResNet model for the TinyImageNet dataset without transfer learning.
  • Efficient model with tf.keras.layers.SeparableConv2D and Resizing strategy with ECLR to train with colab-like resource constrained environments.
  • TF 2.0 compatible model and associated training and regularization strategies to be colab friendly.
  • Uses tf.keras and eager by default with option to train with tf.GradientTape() eagerly.
  • Graph mode training with tf.keras.ImageDataGenerator and custom image pre-processing functions.

@googlebot googlebot added the cla: yes CLA has been signed label Jul 22, 2019
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Check out this pull request on ReviewNB: https://app.reviewnb.com/tensorflow/examples/pull/79

You'll be able to see visual diffs and write comments on notebook cells. Powered by ReviewNB.

@MarkDaoust MarkDaoust self-requested a review July 29, 2019 23:33
@MarkDaoust MarkDaoust self-assigned this Jul 29, 2019
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MarkDaoust previously approved these changes Jul 29, 2019
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Overall this is in good shape.

I don't see any 'Superconvergence'.
Here are a couple of little things you could fix.

But aside from the bugs in the notebook I think this is good to go.

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Cool, it sounds like you've got this under control, I think we're good to merge this once you have those changes uploaded.

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Vishal-V commented Aug 22, 2019

@MarkDaoust I did not mean to dismiss the review. The commit I added automatically raised that message. The notebook is ready for review.

@Vishal-V Vishal-V marked this pull request as ready for review August 22, 2019 15:55
@lamberta
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As mentioned in the other PR, this community/ directory has been deprecated. We're no longer accepting pull requests here. Unclear where the rest of this PR stands, though.

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Sorry this didn't work out.

@MarkDaoust MarkDaoust closed this Jan 12, 2023
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