Explore ultra-low-power command recognition for ubiquitous devices in this 31-minute conference talk from the tinyML Summit 2019. Delve into the challenges of noisy speech recognition, system goals for command recognition, and core functions. Learn about training processes for commands, examine recognition results, and discover example command sets. Investigate implementations on tiny hardware and low-power solutions. Gain insights into the implications of this technology for the future of ubiquitous devices.