Position: ADG Senior Analyst (ML Ops: Model Deployment & Monitoring)
Experience: 3-5 years
Location: Gurgaon, India
Work mode: Work from office, Monday to Friday
Working hours: 2:00 PM to 11:00 PM IST
Domain: Banking / financial services

The Role

Take machine-learning models from data science into reliable production for banking clients: deploy, monitor and maintain them with solid controls.

What You'll Do

• Package and deploy models with data scientists, for batch or real-time scoring.
• Build production scoring and data pipelines in Python and PySpark.
• Automate validation, versioning and release workflows.
• Monitor model performance, drift and failures; set up alerts, rollback and recovery.
• Partner with technology, security and governance teams.




• Maintain deployment documentation and runbooks.

What You Bring

• Strong Python and PySpark skills.
• Hands-on experience deploying ML models and building production scoring pipelines.
• Sound grasp of evaluation metrics, drift and model performance.
• CI/CD, automated testing and model versioning experience.
• Strong troubleshooting across data pipelines and deployment environments.
• Banking domain knowledge and model governance awareness.

Nice to Have

• Databricks and Azure experience.
• APIs, containers and orchestration platforms.
• Experience with model approvals and audit documentation.

📌 ADG Senior Analyst (Gurugram)
🏢 MantriAI
📍 Gurugram