The PharML workshop will be hosted this September at the ECML PKDD virtual meeting. Invited speakers including Vince Calhoun (Georgia State), David Ohlssen (Novartis), Ryan Copping (Roche), and Lee Cooper (Northwestern) will provide tutorials on topics including federated learning and machine learning for survival analysis. This year we have short and long paper options and will be publishing the proceedings of the meeting.