representation learning jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-08-30, representation learning appears in 14 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles.
Last updated · 90d ending 2026-08-30
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Frequently asked questions about representation learning
+Is representation learning in demand in 2026?
Yes. representation learning appears in 14 job postings indexed by Skillenai over the 90 days ending 2026-08-30. It is most often required for Machine Learning Engineer roles (29% of Machine Learning Engineer postings list it).
+What jobs require representation learning?
According to the Skillenai jobs index over the 90 days ending 2026-08-30, the job titles most likely to require representation learning are Machine Learning Engineer (29% of postings list representation learning), Machine Learning Scientist (14% of postings list representation learning), Data Scientist (7% of postings list representation learning).
+What skills are commonly paired with representation learning?
Across job postings indexed by Skillenai (90 days ending 2026-08-30), representation learning most often appears alongside machine learning, deep learning, PyTorch, Python, Model evaluation.
+Where is representation learning most in demand?
As of 2026-08-30, the metro areas posting the most jobs requiring representation learning are San Francisco, Bellevue, Espoo, Martin, New York City, 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 | 4 | 28.6% |
| Machine Learning Scientist | 2 | 14.3% |
| Data Scientist | 1 | 7.1% |
| Head of Data Science | 1 | 7.1% |
| ML Engineer | 1 | 7.1% |
| ML Research Scientist | 1 | 7.1% |
| ML Scientist | 1 | 7.1% |
| Personalization and Decisioning Engineer | 1 | 7.1% |
| Product Manager | 1 | 7.1% |
| Research Scientist | 1 | 7.1% |
Top metros hiring for representation learning
| Name | Postings | Share |
|---|---|---|
| San Francisco | 3 | 21.4% |
| Bellevue | 1 | 7.1% |
| Espoo | 1 | 7.1% |
| Martin | 1 | 7.1% |
| New York City | 1 | 7.1% |
| Palo Alto | 1 | 7.1% |
| Prague | 1 | 7.1% |
| San Jose | 1 | 7.1% |
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 2026-08-30. 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
- 2026-08-30
- 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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