Tuesday, January 2, 2024

Global AI Electricity Consumption is an Issue, But We'll Get Better at it


Over time, lots of things can be done to lessen AI energy consumption:
*  More efficient AI hardware
*  Cooling advancements including liquid immersion or indirect evaporative cooling
*  Model optimization: quantization, pruning, and knowledge distillation to reduce the complexity of AI models without sacrificing accuracy
*  Edge computing in several forms will help as well, including on-device computations
* Scheduling of AI operations to even out workloads should help as well

Renewable energy will help a bit, at least in terms of carbon footprint. 

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Nvidia Hugging Face Acquisition Would Move it "Up the Stack"

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