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Learn how Amazon leveraged SageMaker HyperPod's purpose-built infrastructure and specialized tools to develop Amazon Nova foundation models in this 31-minute conference talk from AWS Summit Sydney 2025. Discover the comprehensive capabilities of SageMaker HyperPod, including high-performance accelerated computing resources, resilient infrastructure designed for distributed training at scale, advanced observability and experimentation tools, and cost-effective inference options with intelligent recommendations. Explore the practical implementation strategies and technical approaches that Amazon's data scientists and ML engineers employed to build the Nova foundation models that drive Amazon's generative AI innovation. Gain insights into how HyperPod's integrated ecosystem accelerates foundation model development workflows and enables teams to overcome common challenges in large-scale machine learning projects. The session is presented by Pauline Kelly, Solutions Architect at AWS, and Shivonne Londt, Senior Solutions Architect at AWS, who share real-world experiences and best practices from Amazon's internal foundation model development process.
