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Rename LeNet notebooks, putting framework first
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This will make it easier to add PyTorch or JAX or other implementations and
clearly identify them in the directory structure and the README file.
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@mbrukman
mbrukman committed Apr 3, 2024
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6 changes: 3 additions & 3 deletions lenet/LeNet_v1_basic_impl_in_Keras.ipynb → ...LeNet_Keras_v1_basic_implementation.ipynb
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"[colab-badge]: https://colab.research.google.com/assets/colab-badge.svg\n",
"[binder-badge]: https://static.mybinder.org/badge_logo.svg\n",
"\n",
"[github-keras-v1]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v1_basic_impl_in_Keras.ipynb\n",
"[colab-keras-v1]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v1_basic_impl_in_Keras.ipynb\n",
"[binder-keras-v1]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v1_basic_impl_in_Keras.ipynb"
"[github-keras-v1]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v1_basic_implementation.ipynb\n",
"[colab-keras-v1]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v1_basic_implementation.ipynb\n",
"[binder-keras-v1]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v1_basic_implementation.ipynb"
]
},
{
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6 changes: 3 additions & 3 deletions ...pling_layer_and_activation_in_Keras.ipynb → ...om_Subsampling_layer_and_activation.ipynb
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"[colab-badge]: https://colab.research.google.com/assets/colab-badge.svg\n",
"[binder-badge]: https://static.mybinder.org/badge_logo.svg\n",
"\n",
"[github-keras-v2]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb\n",
"[colab-keras-v2]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb\n",
"[binder-keras-v2]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb"
"[github-keras-v2]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb\n",
"[colab-keras-v2]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb\n",
"[binder-keras-v2]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb"
]
},
{
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6 changes: 3 additions & 3 deletions ...ng_and_learning_rate_decay_in_Keras.ipynb → ...xed_scaling_and_learning_rate_decay.ipynb
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"[colab-badge]: https://colab.research.google.com/assets/colab-badge.svg\n",
"[binder-badge]: https://static.mybinder.org/badge_logo.svg\n",
"\n",
"[github-keras-v3]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb\n",
"[colab-keras-v3]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb\n",
"[binder-keras-v3]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb"
"[github-keras-v3]: https://github.com/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb\n",
"[colab-keras-v3]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb\n",
"[binder-keras-v3]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb"
]
},
{
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28 changes: 14 additions & 14 deletions lenet/README.md
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Expand Up @@ -10,11 +10,11 @@ as an extension of the custom Subsampling layer.

Available implementations:

| | Description | Input<br/>pixel<br/>range | Pooling<br/>layer | Activation | Learning<br/>rate | Library | Notebook |
|:---:| -------------- |:-------------------------:|:-----------------:|:----------:|:-----------------:|:-------:|:--------:|
| v1 | Basic impl | [0, 1] | MaxPool2D | tanh | 0.001 | Keras | [![View on GitHub][github-badge]][github-keras-v1] [![Open In Colab][colab-badge]][colab-keras-v1] [![Open in Binder][binder-badge]][binder-keras-v1] |
| v2 | Custom layer,<br/>activation | [0, 1] | Subsampling | scaled<br/>tanh | 0.001 | Keras | [![View on GitHub][github-badge]][github-keras-v2] [![Open In Colab][colab-badge]][colab-keras-v2] [![Open in Binder][binder-badge]][binder-keras-v2] |
| v3 | Custom layer,<br/>activation,<br/>scaling,<br/>learning rate | [-0.1, 1.175] | Subsampling | scaled<br/>tanh | schedule | Keras | [![View on GitHub][github-badge]][github-keras-v3] [![Open In Colab][colab-badge]][colab-keras-v3] [![Open in Binder][binder-badge]][binder-keras-v3] |
| Framework | Approach | Description | Input<br/>pixel<br/>range | Pooling<br/>layer | Activation | Learning<br/>rate | Notebook |
|:---------:|:--------:|:--------------:|:-------------------------:|:-----------------:|:----------:|:-----------------:|:--------:|
| Keras | v1 | Basic implementation | [0, 1] | MaxPool2D | tanh | 0.001 | [![View on GitHub][github-badge]][github-keras-v1] [![Open In Colab][colab-badge]][colab-keras-v1] [![Open in Binder][binder-badge]][binder-keras-v1] |
| Keras | v2 | Custom layer,<br/>activation | [0, 1] | Subsampling | scaled<br/>tanh | 0.001 | [![View on GitHub][github-badge]][github-keras-v2] [![Open In Colab][colab-badge]][colab-keras-v2] [![Open in Binder][binder-badge]][binder-keras-v2] |
| Keras | v3 | Custom layer,<br/>activation,<br/>scaling,<br/>learning rate | [-0.1, 1.175] | Subsampling | scaled<br/>tanh | schedule | [![View on GitHub][github-badge]][github-keras-v3] [![Open In Colab][colab-badge]][colab-keras-v3] [![Open in Binder][binder-badge]][binder-keras-v3] |

Our implementation is based on the following paper:

Expand All @@ -37,17 +37,17 @@ See also:
[colab-badge]: https://colab.research.google.com/assets/colab-badge.svg
[binder-badge]: https://static.mybinder.org/badge_logo.svg

[github-keras-v1]: LeNet_v1_basic_impl_in_Keras.ipynb
[colab-keras-v1]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v1_basic_impl_in_Keras.ipynb
[binder-keras-v1]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v1_basic_impl_in_Keras.ipynb
[github-keras-v1]: LeNet_Keras_v1_basic_implementation.ipynb
[colab-keras-v1]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v1_basic_implementation.ipynb
[binder-keras-v1]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v1_basic_implementation.ipynb

[github-keras-v2]: LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb
[colab-keras-v2]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb
[binder-keras-v2]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v2_custom_Subsampling_layer_and_activation_in_Keras.ipynb
[github-keras-v2]: LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb
[colab-keras-v2]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb
[binder-keras-v2]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v2_custom_Subsampling_layer_and_activation.ipynb

[github-keras-v3]: LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb
[colab-keras-v3]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb
[binder-keras-v3]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_v3_Subsamping_fixed_scaling_and_learning_rate_decay_in_Keras.ipynb
[github-keras-v3]: LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb
[colab-keras-v3]: https://colab.research.google.com/github/mbrukman/reimplementing-ml-papers/blob/main/lenet/LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb
[binder-keras-v3]: https://mybinder.org/v2/gh/mbrukman/reimplementing-ml-papers/main?filepath=lenet/LeNet_Keras_v3_Subsamping_fixed_scaling_and_learning_rate_decay.ipynb

[lenet-google-scholar]: https://scholar.google.com/citations?view_op=view_citation&hl=en&user=WLN3QrAAAAAJ&citation_for_view=WLN3QrAAAAAJ:u5HHmVD_uO8C
[lenet-wikipedia]: https://en.wikipedia.org/wiki/LeNet

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