Sandeep completed his schooling from St. Xavier's High School, Patna (1975–1985). He is a Gold Medalist in English Literature from Banaras Hindu University. He started learning tabla under Shiv Kumar Singh at the age of 8.He was three times the national drumming champion and the youngest drummer ever to be graded by all-India radio.