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AI and ML have been a focus for Amazon for over 20 years, and many of the capabilities customers use with Amazon are driven by ML. Generative AI applications like ChatGPT have recently captured widespread attention and imagination, and AWS has played a key role in democratizing ML and making it accessible to anyone who wants to use it. Amazon has invested and innovated to offer the most performant, scalable infrastructure for cost-effective ML training and inference, and has launched a wide range of services that allow customers to build, train, and deploy models.