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The Machine Learning Scientist at Comcast is responsible for developing and deploying machine learning algorithms to enhance products and applications. This role involves evaluating the accuracy and functionality of these algorithms, translating application requirements into machine learning problem statements, and collaborating with senior researchers. The position requires moderate guidance and focuses on innovation and problem-solving within a team environment.