Edge AI involves using artificial intelligence in everyday devices, like smartphones or smart home gadgets, instead of relying on big data centers. This allows for faster and more efficient processing of information. The study looks at different ways AI can be used at the edge of networks, where devices are located. It explores how AI can be applied in areas like healthcare, autonomous vehicles, and smart homes. The research also highlights challenges and future directions for improving AI at the edge.