🚨 Is “Green AI” really green? 🚨
There’s a growing conversation around AI’s energy efficiency, but is it tackling the full environmental picture?
💡 A few of our takeaways and learnings from the latest issue of the #CodeGreen newsletter: GluttonAI -
🌍 Sustainable data centres: Indonesia’s Greenship Data Centre uses digital twins to optimise energy use, but adoption hurdles remain.
⚡ Hardware evolution: TPUs & 3D chip stacking promise energy efficiency, but come with cooling & cost challenges, serving as a barrier for the Asian context.
📊 Green AI & Need for Nuance: Holistic examination of AI lifecycle’s environmental harms requires tracking all environmental impacts, not just energy efficiency.
📈 Bigger ≠ Better: The "bigger-is-better" approach to AI should be reconsidered in favour of smaller, resource-efficient models that can offer high performance while prioritising resource-efficiency.
⚖️ Research & Power Concentration: To prevent concentration of power and unsustainable research agendas, ML research must be transparent about resource costs (computation, energy, memory).
🔄 Jevon’s Paradox or The Rebound Effect of Efficiency Gains: As AI gets more efficient, will it actually reduce its footprint or just drive up consumption?
The path forward is to move beyond making AI “energy- or carbon-efficient.” We need a lifecycle approach to AI sustainability—one that considers long-term environmental & social impacts across stakeholder groups.
If you’re thinking about AI’s environmental impact beyond the hype, read Code Green: GluttonAI for deeper insights. 🌱📩
🔗 https://lnkd.in/d9UzzqCj
If you are already working or thinking in this area, what do you think? Let’s discuss. 👇
Hungry Thirsty Data Centres by Nayantara Surendranath
The newsletter features works by Roy Schwartz, Jesse Dodge, Christian Clemm, Dr. phil. Lutz Stobbe, Toto Widyanto, Roberto Verdecchia, June Sallou, Pengfei Li, Jianyi Yang, Ismael Velasco 💡♻️🌎, Dr. Sasha Luccioni, Alex Hernández-García, Meredith Whittaker, Gael Varoquaux, tufan özsoy, Alex de Vries-Gao, Priya Donti and Noman Bashir.
Team: Urvashi Aneja Dona Mathew Earth Venture Capital Tien Nguyen Tammanna Aurora Meredith Stinger Shivranjana Rathore Quicksand Design Studio Ishan Loya earthwhile
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