Hluboké učení

Multilayer networks - the core model of deep learning

Fashion MNIST (7 points)

Create a network of dense layers classifying the dataset fashion MNIST. Get inspired by the Colab notebook classifying MNIST digits in Chapter 2 of Deep Learning with Python. Make some improvements:

  • Set aside 5000 samples from the training set as a validation set (look at Chapter 4, the IMDB example, to see how)
  • Use them to plot the accurracy as in Chapter 4
  • Experiment with more layers and their sizes
  • Try to use regularization by using additional parameters of the layers.Dense method, visit Keras documentation to see how
  • You should obtain validation accurracy over 0.9 

Submit a sharing link to your Colab notebook (allow access to all with the link), and an image of your accurracy plot.

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Andrej Karpathy: Yes you should understand backprop

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