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reshaping a image vector/matrix

#A trick when you want to flatten a matrix X of shape (a,b,c,d)... 
#...to a matrix X_flatten of shape (b ∗ c ∗ d, a) is to use:

X_flatten = X.reshape(X.shape[0], -1).T      # X.T is the transpose of X
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