Facial recognition app for a university

Hey Guys.
I just finished part 1 of the course and am currently going through the source code etc
My university uses an ID card and I’d like to build an app that recognises faces instead. The university has around 2000 people.
I read up a little and found that I’ve to use a Siamese network with a triplet loss function with a pretrained model.
Has anyone built anything like this in the fastai community? How do I move forward?
Any advice would be greatly appreciated! Thanks!

You can read some research in face detection and recognition. You can find some literature on paperswithcode.

Thank you that looks very helpful!