This compelling keynote program will focus on Artificial Intelligence (AI)- and Machine Learning (ML)-based police surveillance technologies; discussing the risks they pose in terms of reliability, privacy, and equity; exploring the shortcomings of existing evidentiary standards in addressing these risks; and understanding opportunities for change at the procurement, deployment, investigation, and trial stages.