There are several methods for synthesizing gold nanoparticles, including chemical reduction, photochemical methods, and biological synthesis. The most common method is the chemical reduction of chloroauric acid using a reducing agent such as sodium citrate. The size and shape of the nanoparticles can be controlled by adjusting the reaction conditions.