Many traditional head-tracking methods require a clean visual environment or a physical IMU device, which can limit commercial head tracking applications. The Amazon Lab126 Clinic team is working to solve the head-tracking problem with ultrasonic sensing. We have developed a platform where ultrasound is emitted from a device, reflected off surfaces and received by on-board microphones. The signals are then input into an ML model that can predict the position and rotation angle of the head.