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Sasha Luccioni: Connecting the Dots Between AI's Environmental and Social Impacts

The Gradient: Perspectives on AI

CHAPTER

Mitigating Carbon Footprint in AI Experimentation

The chapter focuses on the environmental impact of AI experiments, discussing the carbon footprint of uninformative trials and the need for more mindful experiment design. It highlights the inefficiencies of grid search, the importance of sharing failed experiments, and the challenges of reproducibility in AI research. The conversation delves into the energy consumption of large models and explores ways to develop more power-efficient architectures.

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