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Advice regarding a ML + Computer Vision Project

I am researching methods to make an attendance system, where the professor clicks few photos (2 to 3)
and upload on app where automatic attendance is given for about 80 students. I am limited training Data, which is the biggest drawback and major issue we need to counter. I made a basic model that trains and marks attendance.