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93% accuracy attained with a simple CNN #14

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93% accuracy attained with a simple CNN #14

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Create conv-net tensorflow model 93%
VicHofs Feb 3, 2020
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Notebook format
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conv-net TensorFlow model full code
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Update k49 conv-net.ipynb
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Expand Up @@ -91,6 +91,7 @@ Have more results to add to the table? Feel free to submit an [issue](https://gi
|[PCA + 4-kNN](https://github.com/rois-codh/kmnist/issues/10) | 97.76% | 93.98% | 86.80% | [dzisandy](https://github.com/dzisandy)
|[Tuned SVM (RBF kernel)](https://github.com/rois-codh/kmnist/issues/3) | 98.57% | 92.82%\* | 85.61%\* | [TomZephire](https://github.com/TomZephire)
|[Keras Simple CNN Benchmark](benchmarks/kuzushiji_mnist_cnn.py) |99.06% | 94.63% | 89.36% |
|[TensorFlow Simple CNN](https://github.com/VicHofs/kmnist/blob/master/k49%20cnn%20notebook.ipynb)| | | 93.00% | [Victor Hofstetter](https://github.com/VicHofs)
|PreActResNet-18 |99.56% | 97.82%\* |96.64%\*|
|PreActResNet-18 + Input Mixup |99.54% | 98.41%\* |97.04%\*|
|PreActResNet-18 + Manifold Mixup |99.54% | 98.83%\* | 97.33%\* |
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