
MLOps Engineer
3 days ago
The MLOps Engineer is responsible for automating, operationalizing, and managing the machine learning lifecycle across all phasestraining, evaluation, deployment, and monitoring.
Key Responsibilities
Overall Responsibilities
Design and implement end-to-end MLOps pipelines for ML model lifecycle management.
- Collaborate with Data Scientists to streamline model experimentation and deployment workflows.
- Ensure reproducibility, scalability, and automation of ML systems.
- Maintain production-grade infrastructure with focus on availability, monitoring, and fault-tolerance.
- Establish model governance mechanisms including audit trails, access controls, and compliance frameworks.
- Enable secure and ethical AI practices aligned with FATE (Fairness, Accountability, Transparency, Ethics).
Contribute to improving code quality, process automation, and DevOps culture in AI teams.
Technical Responsibilities
Develop and maintain CI/CD pipelines using Azure DevOps, Git, and Azure Pipelines.
- Implement model training, evaluation, and deployment workflows using MLFlow, DVC, and Airflow.
- Manage model versioning and experiment tracking, enabling reproducibility and lineage.
- Automate testing using frameworks like pytest, behave, and integrate SonarQube for code quality.
- Design and maintain deployment strategies: Blue-Green, Canary, and Shadow deployments.
- Configure monitoring and alerting pipelines using Prometheus, Grafana, and email triggers.
- Enable feedback loops and retraining mechanisms triggered by concept or data drift.
- Ensure rollback and recovery strategies for deployed models.
Tools & Technologies
- Version Control & CI/CD: Git, Azure DevOps, Azure Pipelines, DVC
- Experiment Tracking & Registry: MLFlow, DVC, Azure ML
- Testing: pytest, behave, SonarQube
- Orchestration: Airflow, Azure Data Factory (optional)
- Monitoring & Alerting: Prometheus, Grafana, Cloudera tools, Email notifications
- Deployment: Docker, Kubernetes (optional), Azure ML Endpoints
- Programming / Scripting: Python, Bash, YAML, JSON
- Storage & Compute: Azure Blob, Cloudera, HDFS
Preferred Experience
- 7–8+ years of hands-on experience in MLOps, DevOps, or ML Engineering roles.
- Proven experience deploying ML models at scale in production environments.
- Familiarity with monitoring model performance and automating drift detection and retraining workflows.
- Understanding of responsible AI concepts like fairness, transparency, and auditability.
Education & Certifications
- Bachelor's or Master's degree in Computer Science, Data Engineering, or related field.
Certifications (preferred):
Azure DevOps Engineer Expert
- Certified MLOps Professional (TWiML, Coursera, or similar)
- Azure AI Engineer Associate (optional)
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