Machine Learning Operations

DUTIES AND RESPONSIBILITIES:
Model Monitoring and Maintenance
● Monitor performance, health, and operational status of ML models deployed to production.
● Detect anomalies, data drift, concept drift, or degradation in prediction quality.
● Implement corrective actions or coordinate with Data Science teams for retraining or model refinement.
Incident Management
● Triage and diagnose issues affecting model availability, accuracy, latency, or data quality.
● Execute immediate stabilization tasks or escalate to appropriate teams when needed.
● Document all incidents, resolutions, and preventive actions.
Deployment and Release Management
● Plan and execute rollout of new model versions, platform updates, or configuration changes.
● Validate deployments through regression checks, functional testing, and performance validation.
● Manage model versioning, rollback procedures, and release documentation.
Model Lifecycle Operations
● Manage routine operat...