Police said images of the man were captured on a cellphone camera. He was at an apartment complex on the 300 block of Bungalow Drive on Saturday.
Authorities said the suspect was masturbating while watching a toddler playing in a small pool.
Anyone with information about the suspect was urged to call El Segundo police at (310) 524-2284.