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The Associate Data Scientist at Home Depot is responsible for supporting data science initiatives aimed at enhancing business profitability, efficiency, and customer experience. This role involves collaborating with Data Scientists to develop solutions using advanced analytics methods and algorithms to identify trends and provide actionable business insights. The position requires continuous learning and development in various data science specializations, including optimization, computer vision, recommendation systems, and natural language processing (NLP).