Hello, So your attendance is must/mandatory in college records but however there are some universities like IGNOU, Mumbai University IDOL, and so on, which offers distance learning programmes under which you do your college studies at your convenient location and you only have to visit the allotted center for examinations.

Hope you get your answer :)