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The Machine Learning Engineer - Applied AI role at Uber involves collaborating with product teams to deliver innovative AI solutions for core business problems. The position focuses on building a semantic layer to enhance the understanding of entities relevant to the Uber platform, such as places, merchants, items, and users. The role requires working closely with engineering, product, and data science teams to design, develop, and productionize AI solutions that leverage advanced machine learning techniques.