Jorge L. Mejía-Méndez, Edwin E. Reza-Zaldívar, Diego E. Navarro-López, A. Sánchez-Martínez, O. Ceballos-Sánchez, Miguel Badillo, Angélica Lizeth Sánchez López, Miguel José Yacamán, Daniel A. Jacobo‐Velázquez, Edgar R. López-Mena, Gildardo Sanchez‐Ante
nanoparticles but also emphasizes the significant potential of ML in designing and optimizing nanomaterials for biomedical applications. The combination of sonochemical synthesis and ML modeling provides a robust framework for accelerating nanomaterial development by minimizing trial-and-error experiments and providing mechanistic insights into their biological functions.