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The Machine Learning Scientist role at Amazon Prime focuses on developing algorithms to personalize the customer experience for millions of users. This position involves collaborating with product owners to create and implement modeling solutions that enhance content and offer personalization. The role encompasses tackling scientific and technical challenges in deep learning, reinforcement learning, and contextual optimization, while contributing to a strong publication and patent record within the central science team.