Shilpa started learning Indian classical dance form Bharatanatyam at the age of 3. Since then, she had also learnt Mohiniyattom, Kerala Folk Dance as well as Kathak. She had received several prizes at the school and inter-school levels and started to choreograph her own pieces in college, when she also began to represent the National University of Singapore in cultural festivals abroad.