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Are brain cells energy efficient?

Biological systems, including brain cells, are energy efficient[3][1][2]. Biological computing needs only a fraction of the energy compared to silicon-based computing and AI[3]. The processing power of the brain is better than machines because brains deal better with uncertain data[3].
Biological intelligence is capable of rapid learning, and biological neural systems can operate in sugar water[1]. Biological learning uses fewer observations to solve problems[3]. Humans operate at a 10^6-fold better power efficiency relative to modern machines[3]. Also, current machine learning algorithms require enormous data and considerable power[1].
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