Anthony

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image_features[0,:] = get_image_model(CNN_weights_file_name).predict(im)[0] ValueError: could not broadcast input array from shape (1000) into shape (4096)

You need to remove the top layers of the pre-trained VGG and keep the Dense layer of 4096 as your output