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The role builds and runs the data pipelines that source and prepare training data for speech models, plus the platform used to train, evaluate and serve them in production. It involves web scraping and data acquisition, GPU and job-scheduling optimisation, and observability across systems. Candidates need strong Python and SQL, container orchestration on a major cloud, and MLOps experience.