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The Machine Learning Engineer - Applied AI role at Uber involves collaborating with various product teams to develop and implement innovative AI solutions that address core business challenges. The position focuses on building a semantic layer to enhance the understanding of relevant entities within the Uber platform, utilizing advanced machine learning techniques and large language models (LLMs).