Dr Gupte has done his MBBS from Seth GS Medical College, Mumbai and MD in Obstetrics and Gynaecology from Grant Medical College and Sir JJ Group of Hospitals, Mumbai. He has trained extensively in the field of Gynaecologic Oncology at Tata Memorial Hospital, Mumbai and has been the first ever recipient of the Homi Bhabha National Institute (HBNI) Fellowship in Gynaecologic Oncology and Oncosurgery.