Update a trained CNN with more images

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I'm trying to understand conceptually how I could update an already trained CNN. So as I receive new labelled images (possibly one at a time), the network would retain what it has learned previously, but also readjust its weights with new incoming images.

I would appreciate any thoughts on this - I'm reading up the topic and have not found any answers on this. Thank you

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