Hello Sujit ,
Kindly mention the name of the college where you want to take admission. As far as Diploma is concerned ,then yes you can take admission after 10th . If you want to take admission in some top government college ,then you need to appear in diploma entrance examinations. Otherwise some private colleges also take admission on the basis of your 10th score card.

Hope this helps !