Daily attendance tracking is an integral part of any organization’s day-to-day activity. It is also very important to have the records with the ease of maintaining them. Roll call method is considered as time taking and it also has any possibility of proxy marking. The proposed work speaks about the implementation of an attendance system by using face recognition. The Marked attendance is stored in a database and can be considered for future purposes. At the time of marking attendance, this system will automatically take the pictures and apply implemented algorithm to Mark the correct attendance. The attendance is marked in the form of name, date, and time. Histogram of oriented gradient method is implemented for the detection and facial landmark estimation is implemented for computation and comparison of the students the implementation is done on a real-time basis.