Taking models from development to production at the edge is hard, sometimes really hard. Phones, SoCs, and devboards each introduce their own constraints that make performance unpredictable.
This session presents a practical, vendor-neutral workflow for on-device verification based on remote device execution, and performance profiling. The approach replaces trial-and-error with repeatable processes, enables fair comparisons across hardware, and delivers on-device data that empowers developers to make informed design decisions.