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I absolutely agree with this. I myself implemented the Facenet paper with minor modifications as an undergrad project which started the face recognition revolution. If one has proper data, a neat prototype can be developed even on a decent i5 system in under a couple of hours. You don't even need GPUs because of pertained model. The tech in this domain is really cheap and readily available out there.