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Getting to know DL better with practice using the fashion-MNIST dataset

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Tensorflow-fashion-mnist

Getting to know DL better with practice using the fashion-MNIST dataset. More compute needed, results are not record breaking but it works !

Data structure

  • 60k Training
  • 5k Validation
  • 5k Testing

Convnet Structure

  • 5x5x32 convolution
  • max pool, k=2
  • relu
  • 5x5x64 convolution
  • max pool. k=2
  • relu
  • fully connected, 128 nodes
  • output, 10 nodes, for 10 classes

Training

  • Gradient Descent optimizer
  • learning rate decay
  • dropout on fc layer (0.8)
  • minibatch

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Getting to know DL better with practice using the fashion-MNIST dataset

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