Engineering & Tech

Machine Learning Engineer

Productionizes models — training pipelines, evaluation, and serving.

What recruiters actually look for

ML engineer fresher bar: a model behind an API or pipeline with evaluation — not only a notebook. Show metrics, failure cases, and how you’d retrain. Wasted effort: leaderboard chasing with no deployment or monitoring thought. Data quality stories impress. Software fundamentals still get tested alongside ML.

Majors that feed this

Artificial Intelligence and Data Science Artificial Intelligence and Machine Learning BCA Computer Science and Engineering Data Science Electronics and Communication Engineering Information Technology MCA

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