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a typo on page 36  #12

@yebangyu

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@yebangyu

In the code snippet 'train_simple_network'

optimizer.step() # updates all the parameters theta(k+1) = theta(k)yita gradient

it should have been theta(k+1) = theta(k) - yita gradient

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