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The Staff Software Engineer, Machine Learning role at LinkedIn involves developing and implementing machine learning models and algorithms to enhance user experience through personalized recommendations. This position combines the responsibilities of both data/research scientists and software engineers, allowing for a comprehensive approach to machine learning projects from ideation to implementation. The role is based in Sunnyvale or San Francisco and offers a hybrid work option, promoting flexibility in work arrangements.