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# get low resolution images for the training set
train_x_px = []
for i in range(train_x.shape[0]):
temp = pixalate_image(train_x[i,:,:,:])
train_x_px = np.array(train_x_px)
# get low resolution images for the validation set
val_x_px = []
for i in range(val_x.shape[0]):
temp = pixalate_image(val_x[i,:,:,:])
val_x_px = np.array(val_x_px)
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