Must Have Technical/Functional Skills



3+ years MLOps experience. Model versioning, registry management, deployment pipelines, monitoring, retraining automation. Experience with MLflow, Databricks, or equivalent. Understanding of model governance in regulated environments.



Key Skills:

CI/CD for ML, model monitoring (drift, performance degradation), A/B experiment infrastructure, audit trails for model decisions, regulatory compliance documentation.