representation learning jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, representation learning appears in 139 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 51% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about representation learning
+Is representation learning in demand in 2026?
Yes. representation learning appears in 139 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 51% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (22% of Machine Learning Engineer postings list it).
+What jobs require representation learning?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require representation learning are Machine Learning Engineer (22% of postings list representation learning), Research Scientist (11% of postings list representation learning), Machine Learning Scientist (10% of postings list representation learning).
+What skills are commonly paired with representation learning?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), representation learning most often appears alongside machine learning, PyTorch, Python, deep learning, TensorFlow.
+Where is representation learning most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring representation learning are San Francisco, New York City, Palo Alto, London, Amsterdam, according to the Skillenai jobs index.
+How can I keep up with new representation learning content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning representation learning alongside the jobs index. You can subscribe to a daily email digest of new representation learning content from your Skillenai account.
Weekly job postings requiring representation learning — last 90 days
Job titles most likely to require representation learning
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 30 | 21.6% |
| Research Scientist | 15 | 10.8% |
| Machine Learning Scientist | 14 | 10.1% |
| AI Researcher | 4 | 2.9% |
| Data Scientist | 4 | 2.9% |
| ML Engineer | 4 | 2.9% |
| AI Engineer | 3 | 2.2% |
| AI Research Scientist | 2 | 1.4% |
| AI Scientist | 2 | 1.4% |
| Machine Learning Research Engineer | 2 | 1.4% |
Top metros hiring for representation learning
| Name | Postings | Share |
|---|---|---|
| San Francisco | 13 | 21.3% |
| New York City | 11 | 18.0% |
| Palo Alto | 8 | 13.1% |
| London | 6 | 9.8% |
| Amsterdam | 5 | 8.2% |
| Seoul | 5 | 8.2% |
| Sunnyvale | 5 | 8.2% |
| Berlin | 4 | 6.6% |
| Cambridge | 4 | 6.6% |
Skills commonly paired with representation learning
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-05-17. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Pages refresh weekly (or daily for the top-50 most-requested skills).
- source
- Skillenai jobs index, deduplicated daily
- entity_id
- 5a7341ac2478e035
- data_as_of
- 2026-05-17
- window_days
- 90
The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.
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