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Embedded Machine Learning (EML) is a sophisticated technology designed to be an integral part of embedded systems such as smartphones, IoT devices, and various other low power digital platforms. This article explores how EML is set to revolutionize the Internet of Things (IoT) across diverse sectors in India, including smart cities, healthcare, and agriculture. It also outlines the key steps that companies, researchers, startups and government need to take to ensure its successful proliferation.