Hi Shreyaa,
If you have caught him looking at you in class several times, there is a good chance that he likes you.
When he got a little embarrassed because you caught him looking at you that one time, it may have been because he is more of a shy guy.
He may want to talk to you but is very nervous about how to go about doing it.