What Middle ML / AI Jobs Ask For
Across 206 open Middle ML / AI postings that list skills, the ones mentioned most often are machine-learning, python, ai.
Updated November 3, 2026
215 open Middle ML / AI postings. The percentages below are measured over the 206 of them that list skills at all.
| Skill | Mentioned in |
|---|---|
| machine-learning | 95% |
| python | 82% |
| ai | 74% |
| pytorch | 50% |
| cloud | 48% |
| llm | 44% |
| aws | 41% |
| mlops | 41% |
| deep-learning | 36% |
| ci-cd | 35% |
| tensorflow | 34% |
| data-science | 31% |
| azure | 30% |
| sql | 30% |
| rag | 28% |
| docker | 27% |
| generative-ai | 26% |
| nlp | 26% |
| api | 25% |
| scikit-learn | 24% |
| analytics | 22% |
| kubernetes | 22% |
| agentic-ai | 20% |
| automation | 20% |
| gcp | 20% |
| spark | 20% |
| mlflow | 19% |
| computer-vision | 18% |
| statistics | 18% |
| feature-engineering | 18% |
| containerization | 17% |
| data-pipelines | 17% |
| version-control | 17% |
| java | 16% |
| git | 15% |
| observability | 15% |
| data-engineering | 14% |
| fine-tuning | 14% |
| pandas | 14% |
| cpp | 13% |
"Mentioned in" counts postings that name the skill anywhere — including as a nice-to-have — so treat it as the ceiling, not the bar.
Browse 215 open Middle ML / AI jobs →
Across all ML / AI levels
Most ML / AI postings never state a level. This wider list covers them too.
- machine-learning 13,115
- ai 12,163
- python 10,654
- pytorch 6,747
- llm 6,498
- cloud 6,303
- tensorflow 4,730
- aws 4,460
- deep-learning 4,194
- data-science 3,747
- agentic-ai 3,552
- mlops 3,545