The convergence of quantum computing and edge computing offers transformative potential for AI and ML. By combining quantum acceleration with local processing capabilities, this synergy promises breakthroughs in model training, real-time inference, and enhanced security. Overcoming technical and scalability challenges will be key to unlocking these advancements.