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The Applied Scientist position at Amazon involves working with large datasets to build machine learning systems and solve real-world problems. The role requires a strong background in computer science, machine learning, and statistical techniques, with a focus on inventing and implementing innovative solutions. The position is designed for individuals who enjoy tackling complex technical challenges and translating business requirements into effective prototypes.