There are several methods for synthesizing gold nanoparticles, including chemical reduction, physical methods, and biological methods. Chemical reduction is the most commonly used technique, involving the reduction of gold salts such as chloroauric acid using reducing agents like sodium citrate or ascorbic acid. The size and shape of the nanoparticles can be controlled by adjusting the reaction conditions, such as temperature, pH, and the concentration of reactants.