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The Applied Scientist role at Amazon focuses on enhancing the product catalog through innovative machine learning techniques. The position involves collaborating with technology and business leaders to develop algorithms and models that improve product-to-product relationships, ultimately enhancing customer experience. The role requires a strong background in computer science and machine learning, with an emphasis on data analysis and statistical methods to address complex challenges in a large-scale environment.