Machine learning has demonstrated the ability to exponentially accelerate the search and design for potential drug candidates that can treat diseases, predicting their effectiveness and optimizing their properties. This innovative approach holds tremendous promise for uncovering promising drug targets and streamlining the drug development pipeline.