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Explore the critical intersection of artificial intelligence and climate change in this thought-provoking conference talk. Delve into the substantial carbon footprint of AI systems and their impact on global warming targets. Examine the rising interest in assessing and mitigating carbon emissions throughout the AI lifecycle. Learn about the Green Software Foundation's Software Carbon Intensity specification and its importance in measuring environmental impact. Discover strategies for reducing the carbon footprint of AI, including optimizing model size, implementing carbon-aware features, and leveraging sustainable computing practices. Gain insights into the future of sustainable AI development and practical steps to create more environmentally responsible software. Engage with topics such as data collection efficiency, federated learning, and edge computing as potential solutions for greener AI implementations.
The Next Decade of Software Is About Climate - What Is the Role of ML?