MLOps
Running model training, deployment and monitoring as an engineering pipeline.
- 9.9%
- of core AI postings mention it
- 348
- postings
- 234
- companies
History starts on September 11, 2026. Movement needs a comparable later edition at least 30 days on.
Where it is mentioned most
Each row divides by that role's postings in this edition, highest share first.
Postings in 10 role families mention MLOps in this edition.
In 1 of the 8 role families with a page of their own, at least one posting in five mentions MLOps: Data Scientist 21.2%.
MLOps is more concentrated in Data Scientist postings (21.2%) than across all core AI postings (9.9%): at least twice the overall share.
How the readings are made: "more concentrated than overall" means that in a role family with a page of its own, at least 10 postings mention the skill and its share is at least 2 times its share of all core AI postings; "common" means at least 20% of a role's postings mention it. They describe the postings open in this edition, not a trend.
- MLOps / Platform Engineer39.5%15 of 38 postings · Sample below the page threshold; not read
- Data Scientist21.2%32 of 151 postings · at least twice overall
- AI Researcher15.0%9 of 60 postings · Sample below the page threshold; not read
- LLM / NLP Engineer14.9%26 of 175 postings
- AI Engineer11.7%203 of 1,741 postings
- 13 of 113 postings
- 18 of 321 postings
- 3 of 123 postings
- 7 of 305 postings
- 3 of 225 postings
Skills that appear with it
Each share divides by the postings that mention MLOps: how many of them also mention each skill, grouped into three lenses.
Foundations and problem-solving
Categories: Languages, Machine learning, Data engineering, Databases, Methods and process
- Python84.5%Languages · 294 postings
- Machine Learning48.6%Machine learning · 169 postings
- System Architecture47.7%Methods and process · 166 postings
- Deep Learning44.3%Machine learning · 154 postings
Production and delivery
Categories: DevOps, Cloud, Tools
Framework, LLM and domain signals
Categories: Frameworks, LLM applications, Domain knowledge, Office software
- LLM62.1%LLM applications · 216 postings
- PyTorch49.7%Frameworks · 173 postings
- RAG41.4%LLM applications · 144 postings
- TensorFlow41.1%Frameworks · 143 postings
- AI Agents37.4%LLM applications · 130 postings
- Generative AI34.5%LLM applications · 120 postings
Industries and places
Share of this skill's postings.
- Software & Internet12435.6%
- Electronics & Hardware6418.4%
- Finance & Insurance4412.6%
- Semiconductor4011.5%
- Professional Services185.2%
- Wholesale, Retail & E-commerce144.0%
- Healthcare & Biotech133.7%
- Telecom, Media & Digital Content102.9%
- Manufacturing102.9%
- Consulting & Marketing Services82.3%
- Government & Nonprofit20.6%
- Construction & Real Estate10.3%
- Taipei19154.9%
- New Taipei4312.4%
- Hsinchu County267.5%
- Taichung236.6%
- Hsinchu City195.5%
- Taoyuan174.9%
- Kaohsiung113.2%
- Miaoli61.7%
- Tainan51.4%
- Yunlin30.9%
- Pingtung10.3%
- Changhua10.3%
Where this number is read from
Of the 348 postings, how many were found through the employer's own skill tags, the title, and the job description. A posting can carry more than one kind of evidence, so the three add up to more than the posting count.
- Employer's skill tags46
- Job title12
- Job description328