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Edge Machine Learning is a paradigm within the field of artificial intelligence and machine learning that focuses on performing AI tasks directly on edge devices, such as smartphones, IoT sensors, embedded systems, and other decentralized computing devices. This revolutionary approach brings intelligence closer to the source of data, reducing latency, enhancing data privacy, and facilitating real-time decision-making. This article provides an overview of Edge Machine Learning, exploring its multifaceted advantages and its profound impact on enterprise applications.