https://github.com/geekalexis/fashion-mnist-cnn

TensorFlow CNN for Fashion-MNIST dataset
https://github.com/geekalexis/fashion-mnist-cnn

cnn deep-learning fashion-mnist keras

Last synced: 2 months ago
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TensorFlow CNN for Fashion-MNIST dataset

• Host: GitHub
• URL: https://github.com/geekalexis/fashion-mnist-cnn
• Owner: GeekAlexis
• Created: 2019-05-28T01:52:43.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2020-03-17T07:08:24.000Z (about 5 years ago)
• Last Synced: 2025-01-12T17:28:11.435Z (4 months ago)
• Topics: cnn, deep-learning, fashion-mnist, keras
• Language: Jupyter Notebook
• Homepage:
• Size: 30.8 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Fashion-MNIST-CNN

TensorFlow TPU model for Fashion-MNIST

## CNN model

- 4-Conv and 3-FC with Relu activation, dropout and batch normalization

- 1/5 of the training data extracted as validation data to reduce overfitting

- Horizontal flip, shift, rotate and zoom augmentation used to balance training data and improve accuracy

- Accuracy on the test set: 94.8%