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After CNN is trained on manual_calssification.pkl, open Images_unclassified.pkl, and apply the classifier on it.
Start first with .pkl of the size 1,000 images. Repeat procedure to extract 1,000 images from images_unclassified.pkl, run classifier, see images in each class.