Modern products need more than algorithms. They need engineers who can connect sensors, firmware, operating systems and optimized models into reliable devices. Edge AI creates opportunities across automotive, industrial automation, healthcare, robotics and consumer electronics. A project-led learning path helps students demonstrate this complete product mindset.