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Learn about sustainable practices in artificial intelligence and machine learning from a Google Senior Staff Technical Program Manager specializing in data center efficiency and sustainability. Explore how AI/ML workloads impact environmental resources and discover strategies for reducing the carbon footprint of machine learning operations. Examine data center optimization techniques, energy-efficient computing approaches, and sustainable infrastructure design principles specifically tailored for AI/ML applications. Gain insights into balancing computational performance with environmental responsibility, understanding the trade-offs between model complexity and energy consumption. Discover practical approaches for implementing green computing practices in AI/ML workflows, including hardware optimization, cooling system improvements, and renewable energy integration in data centers supporting machine learning operations.
Syllabus
Sustainability for AI/ML
Taught by
Open Compute Project