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  1. options = trainingOptions('sgdm', ...
  2. 'InitialLearnRate',0.001, ...
  3. 'MaxEpochs',4, ...
  4. 'Shuffle','every-epoch', ...
  5. 'ValidationData',imdsValidation, ...
  6. 'ValidationFrequency',30, ...
  7. 'Verbose',false, ...
  8. 'Plots','training-progress');
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