Yes, unsupervised learning can significantly aid in drug discovery for cancer treatment. By analyzing large datasets of chemical compounds and their effects on cancer cells, unsupervised learning methods can identify potential drug candidates that may not have been discovered through traditional methods. Clustering can also help in understanding the mechanisms of action of different drugs and in identifying synergistic drug combinations.