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Data scientists use statistics and programming to answer questions that simple reporting cannot, such as predicting an outcome or estimating the effect of a change. They frame the problem, build and validate a model, and communicate how much confidence the result actually deserves.
Bachelor's degreeInformation technology, data and cybersecurity
Machine learning engineers take models out of notebooks and into production systems. The role sits between data science and software engineering: building training and serving pipelines, watching for drift once a model is live, and handling the failure modes that only appear at scale.
Bachelor's degreeInformation technology, data and cybersecurity
