On-device machine learning empower mobile apps with real time processing, enhanced privacy and reduced latency by eliminating the need for constant cloud communication. This approach enable faster, smarter and more personalized user experiences while conserving bandwidth and improving security. Using on-device ML gives modern mobile apps a competitive edge in performance, responsiveness and data protection.