Virtual Patient Observation (VPO) is a solution that uses video analytics and machine learning to continuously monitor ICU patients and detect risky events in real-time, such as falls, extubations, or patients leaving their beds. The solution analyzes video streams from patient rooms using accelerated processing on Xilinx FPGAs to generate alerts with low latency. VPO is deployed on HPE servers at hospitals to improve patient safety, reduce costs from adverse events, and increase nursing efficiency. It provides live video monitoring, alert timelines, and configuration options to help medical staff remotely observe and respond to multiple patients simultaneously.