The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of scalable compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are transforming their businesses. 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.