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ML Engineer
Role familyDevelop, train, deploy, and maintain machine-learning models and their production pipelines.
Who moves into this role
- Data scientist
- Software engineer
- Research scientist
Required skills
→ Python and ML frameworks
→ Data pipelines
→ Cloud ML platforms
Evidence classification
Role family. This label describes the evidence reviewed in August 2026. It does not guarantee that every employer uses the same title or ownership boundary.
Frequently asked questions
What does a ML Engineer do?
Develop, train, deploy, and maintain machine-learning models and their production pipelines.
What skills does a ML Engineer need?
The core skills are: Python and ML frameworks, Data pipelines, Cloud ML platforms.
How should I evaluate compensation for a ML Engineer?
Compare live postings with the same country, location or remote policy, level, employer type, and compensation components. A single disclosed range is not a market benchmark.