Engineering & Technology
Machine Learning Engineer
Takes machine learning models into reliable production systems.
Back to all careers
What this career is
Machine learning engineering focuses on making models work outside a notebook: at scale, under load, and with monitoring in place.
- Typical education pathway
- B.E./B.Tech in computing or a related field, often with postgraduate study
What professionals typically do
- Build data and training pipelines
- Deploy models into applications and services
- Monitor model behaviour after release
- Work with data scientists on model requirements
Typical education pathways
- B.E./B.Tech in Computer Science or related engineering
- Postgraduate study in machine learning or artificial intelligence
Important skills
- Programming
- ML frameworks
- Systems engineering
- Evaluation
Suitable student interests
- Programming
- Mathematics
- Systems thinking
Related careers
Not sure this path fits you?
A NooPro consultation helps you weigh your strengths, subjects and options before you commit to a direction.
We publish no salary figures, rankings or demand claims. Where a detail cannot be verified, we leave it out.