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This article discusses the importance of edge AI hardware acceleration in various industries, such as space, industrial automation, and automotive. It highlights the benefits of processing data at the edge and how it enables real-time decision-making and innovation. The Special Issue focuses on the latest advancements and developments in low-power data processing and hardware acceleration techniques for AI and ML applications on edge devices.