As AI/ML methods progress at an incredible pace, what advancements in medical therapies can we look forward to? To explore this, Arham and I discuss some of the fundamentals behind how new drugs are discovered and some of the seminal advancements that machine learning has brought to this field. We then predict how this will impact both clinical medicine and the economics of the pharmaceutical industry.