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MLOps Engineer - Production Support

Zorba Consulting India Pvt. Ltd.

Role: MLOps Engineer Production Support (Databricks & Python):Candidates with strong Python + Databricks + CI/CD + Production MLOps support experience who have worked on monitoring, troubleshooting, deployment, and model/data drift management in production ML environments.Experience Range: 6 to 8 years.Shift: 1 PM 10 PM IST (Monday to Friday).Target onboarding: Immediate.Number of positions: 01.Location: PAN India with preference at Bangalore.Key Responsibilities:- Monitor end-to-end pipeline execution and ensure smooth daily runs.- Identify, debug, fix issues, and rerun pipelines during failures.- Collaborate cross-functionally to resolve dependencies and blockers.- Implement preventive health checks and robust logging for proactive issue detection.- Design and maintain dashboards for data validation and quality checks.- Perform data validation and ensure integrity across pipeline outputs.- Analyze model performance using statistical metrics and monitor data/feature/concept drift.- Build automated alerts/notifications for pipeline failures.- Develop agent-based solutions for automated monitoring and debugging.- Enhance and maintain CI/CD pipelines, including implementing data-based authentication and building new CI/CD workflows.- Ensure proactiveness & timely deliverables with strong communication, ownership, and stakeholder updates.- Apply model explainability techniques and leverage GenAI for insights and summarization.Technical Requirements:1. Python:- Strong Python skills & solid understanding of OOP (including inheritance).- Hands-on experience with unit testing, regression testing, and testing frameworks such as pytest.- Experience with pandas and PySpark etc.- Knowledge of software design patterns.2. Databricks:- Understanding of Databricks architecture and components.- Experience with Databricks Asset Bundles.- Ability to build, enhance, and debug Databricks Jobs/Workflows.3. CI/CD & Git:- Knowledge of Git flows, branching strategies, and version control best practices.- Experience with GitHub Actions.- Ability to deploy Databricks (dbx) jobs through CI/CD pipelines.- Familiarity with Azure services, including Key Vault.4. Data/Model Monitoring:- Understanding of data drift, model drift, and concept drift.- Ability to use drift indicators for identifying early-stage data quality issues.- Experience with monitoring and alerting tools is a plus. (ref:hirist.tech)

Vacancy posted 24 days ago
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