The Senior Data Scientist - ML at Twitch is responsible for leading the development of machine learning frameworks that enhance the understanding of user engagement. This role combines model development and software engineering skills to create and deploy core growth forecasting models, utilizing data-driven methods to address business questions and provide insights into viewer and creator behavior on the platform.