 Visweswariah completed her Bachelor of Science in 1977 at Osmania University, Hyderabad, majoring in Botany, Chemistry and Zoology.She then obtained a Master of Science degree in Chemistry from the Indian Institute of Technology, Kanpur in 1980.She proceeded to enrol at the PhD programme at the Department of Biochemistry, Indian Institute of Science and was awarded her doctorate in 1987.