Deployment Engineer / Data Engineer
Core
Deploy ML and LLM systems in production, build data pipelines for synthetic data generation, and create evaluators to score model outputs.
Role type
Senior IC deployment/data engineer (ML/LLM)
Builds
Production ML/LLM systems, synthetic data pipelines, automated evaluators
Domain
Artificial Intelligence / Machine Learning
Deliverable
production ML models
Required skills
Python, SQL, ML system deployment, LLM integration, API development, data pipeline construction, quality assurance, metric definition
Preferred skills
Synthetic data generation, human-in-the-loop workflow design, rule-based evaluation methods
Technologies
LLM, Python, SQL
Responsibilities
Translate customer requirements into technical specifications and workflows; Design, build, and troubleshoot evaluators that score model outputs using automated approaches; Improve human-in-the-loop review workflows; Define and refine quality metrics and measurement frameworks.