Gyanendra Singh was born in Farah town of Mathura district in Uttar Pradesh. After completing his schooling from Chhatrapati Shivaji Shiksha Niketan School, he is a graduate from Dr. Bhim Rao Ambedkar University Agra. He also acquired proficiency in shorthand and typing skills from Tilak Commercial Institute Agra.