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Frugal AI: the definition

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Wikipedia

Summary

According to Wikipedia:"Frugal artificial intelligence is an emerging concept in the field of AI that aims to develop models capable of 'doing more with less,' reducing environmental impact (lower ecological footprint, lower carbon footprint, and therefore lower energy and material consumption, as well as reduced greenhouse gas emissions)."

The editorial perspective

The Wikipedia page on frugal AI provides a solid definition but initially overlooks the concept of purpose, which is essential for giving this approach meaning.

However, further down the page, the definition highlights core aspects of AI’s purpose with clarity and relevance:

*"An AI service must demonstrate its necessity (compared to less resource-intensive and lower-carbon alternatives). It must also comply with the European "Do No Significant Harm" (DNSH) principle, meaning it should not significantly harm any of the six recognized environmental objectives under the EU Green Taxonomy:

1. Climate change mitigation

2. Climate change adaptation

3. Sustainable use and protection of water and marine resources

4. Transition to a circular economy

5. Pollution prevention and control

6. Protection and restoration of biodiversity and ecosystems."*

In brief, the editorial perspective

The most

  • A definition aligned with existing literature on frugal AI
  • A definition that discusses the purpose of AI solutions with precise proposals
  • A definition that raises the question of non-AI alternatives

The least

  • A definition that relegates the question of AI's purpose to the background
  • The purpose of AI is addressed with a degree of ambiguity

Publication date

2024

Available in

  • French

License

CC BY-SA 4.0 - Attribution - Share Alike 4.0 International