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Can the classify images example be modified to train on other (new) images. For example, images of screenshots to identify elements that are in the images (such as: word processor, browser, command prompt).

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Yes, you can use these models for fine-tuning (or feature extraction) on a new dataset. This tutorial would be a good place to start (esp. sections 2 and 3): https://blog.keras.io/building-powerful-image-classification...

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