Data & AI
Skillspace rates 11,212 Data & AI skills for AI agents in 6 teams and 25 categories; 3,239 are launch-quality. The biggest categories are Bioinformatics & life sciences (1,434 skills), LLM evaluation & observability (1,016) and Physics, mathematics & simulation (892).
Data Engineering 1,893 skills
- Data pipelines & ETL 606 skills
- Data warehousing & modelling 436 skills
- Streaming & real-time data 76 skills
- Web scraping & data collection 775 skills
Analytics & BI 938 skills
- SQL analytics & reporting 161 skills
- Dashboards & data visualisation 379 skills
- Spreadsheets & Excel analysis 203 skills
- Experimentation & statistics 195 skills
Machine Learning 2,062 skills
- Model training & evaluation 636 skills
- MLOps & model serving 714 skills
- Computer vision 334 skills
- NLP, speech & audio ML 314 skills
- Time series & forecasting 64 skills
LLM Application Engineering 2,496 skills
- RAG & retrieval 364 skills
- LLM app frameworks & APIs 736 skills
- Fine-tuning & training data 219 skills
- LLM evaluation & observability 1,016 skills
- Local & open models 161 skills
Data Science 844 skills
- Exploratory analysis & notebooks 389 skills
- Statistical modelling 234 skills
- Geospatial & mapping 221 skills
Scientific Computing 2,979 skills
- Bioinformatics & life sciences 1,434 skills
- Chemistry & materials 416 skills
- Physics, mathematics & simulation 892 skills
- Scientific data analysis & plotting 237 skills