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Learn how to transform greenhouse gas emissions data into actionable climate solutions through this 28-minute conference talk from the Linux Foundation's Open Source Summit. Discover CityCatalyst, an open-source platform designed to address the critical gap where cities generate over 70% of global emissions yet only 5% maintain proper GHG inventories. Explore how this innovative system helps cities build greenhouse gas inventories aligned with the international GPC Protocol while providing AI-powered recommendations for mitigation and adaptation actions tailored to each city's unique urban profile, climate risks, and emissions data. Dive into the technical architecture behind climate action prioritization, including the comprehensive data pipeline that gathers fragmented action data, standardizes and enriches it to create the world's largest open-source climate action dataset. Understand the methodology for using expert comparisons to benchmark and train machine learning models that effectively match climate actions to specific city needs. Follow the development journey from initial qualitative scoring approaches to building robust ML models, including key challenges encountered and valuable lessons learned throughout the process. Gain insights from real-world implementation results, as the platform has been successfully piloted with 50 cities across Brazil, demonstrating potential impact for millions of residents and establishing a foundation for broader collaboration in AI-driven climate solutions and urban resilience initiatives.
