Abstract In materials science. the discovery of recipes that yield nanomaterials with defined optical properties is costly and time-consuming. In this study. we present a two-step framework for a machine learning-driven high-throughput microfluidic platform to rapidly produce silver nanoparticles with the desired absorbance spectrum. https://parisnaturalfoodes.shop/product-category/bcaa/