Researchers are exploring the use of nanoparticles for targeted drug delivery, particularly in cancer therapy. Various approaches are being developed, including the use of biopolymers, lipids, and nanomaterials, as well as machine learning-enhanced design. These innovations aim to improve the precision and effectiveness of drug delivery systems, potentially leading to advances in fields such as genetic medicines and cancer treatment.