Career switch, measured
From Data Scientist to Machine Learning Engineer
Yes, it's a close move. Measured across current postings, the two roles have 71% skill overlap. Skills that carry over include Python, Machine learning, LLMs, Research; the main skills to add are Java, C++, Kubernetes, Computer vision.
71%
skill overlap
1,248
open Machine Learning Engineer postings read
Skills that carry over
Share of each role’s postings that ask for the skill.
SkillData ScientistMachine Learning Engineer
- Python69%69%
- Machine learning53%77%
- LLMs29%59%
- Research35%47%
- Deep learning14%27%
- Statistics49%18%
- PyTorch10%21%
- NLP10%13%
Skills to add
Asked for often in Machine Learning Engineer postings, rarely in Data Scientist ones.
SkillData ScientistMachine Learning Engineer
- Java–31%
- C++–31%
- Kubernetes–14%
- Computer vision–12%
- TensorFlow–11%
- Docker–10%
- Linux–10%
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Plan your move to Machine Learning Engineer
The Career Gap Analyzer compares your own resume with Machine Learning Engineer jobs and lays out the skills to close, free.