The potential of AI to revolutionize drug discovery and manufacturing has kindled significant research efforts across industry and academia. By bringing together thought leaders in these fields, we aim to assess the current state-of-the-art and evaluate its real impact on drug discovery and manufacturing. The conference will present cutting-edge machine learning methods in this area, identify key opportunities for using these technologies in biotech, and discuss regulatory issues that these innovations bring. The expected audience will be academics, industry scientists, investors, regulators, government representative, postdocs and students. We plan to have this event to be very interactive, blending lectures, panels, and posters.