In nanomedicine, machine learning is utilized to design and optimize nanoparticles for drug delivery, imaging, and therapeutic purposes. ML models can predict how nanoparticles will interact with biological systems, allowing for the customization of particles for specific medical applications. This can lead to more effective treatments with fewer side effects.