Quant Research Ops (MLOps) Roadmap

As quant funds grow, the gap between 'code on a researcher's laptop' and 'code in production' grows. Quant Research Ops (often called MLOps in tech) bridges this gap. They build the platforms that researchers use to backtest. They ensure reproducibility, manage data versioning, and optimize the research workflow…

Milestones: Environment Management. Pipeline Orchestration. Reproducibility. Performance Tuning

Core skills: Containerization (Docker/Kubernetes). Workflow Orchestration (Airflow/Prefect). Python Packaging and CI/CD. Cloud Architecture