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The Machine Learning Engineer II position at Amazon involves joining the Shopping Core Foundations (SCF) team, which is responsible for enhancing core shopping experiences. The role requires deep technical knowledge and a customer-focused mindset, with a focus on collaborating with various teams to innovate and implement machine learning solutions, particularly using large language models. The engineer will have the opportunity to significantly impact the design and architecture of new shopping capabilities.