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by Siyao Shao, Ph.D. One of the persistent topics in AI and machine learning is the obvious environmental impact of this technology. For example, 1.4 to 2% of the global electricity output is used to power the cloud. And the U.S. number is projected to reach 10% in 2028 . With more and more powerful hardware bringing technology to edge devices, the environmental burden is even more unsustainable. Over 78 million batteries are disposed every day to power edge IoT devices, and