Federico Villarreal Villarreal (* Lambayeque, 1850 - † Lima, 1923) was a Peruvian scientist, engineer and politician.

Federico Villarreal was born August 31, 1850, in Túcume, Lambayeque.

He focused his studies there on mathematics, physics and engineering.

He continued his studies in National University of San Marcos and former Escuela de Ingenieros, now National University of Engineering.

Villarreal died in Lima on June 3, 1923.