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MLOps Engineer - AWS / Azure

MLOps Engineer - AWS / Azure

Pylon Management ConsultingBangalore
10 days ago
Job description

Responsibilities :

  • Pipeline Development : Design, build, and maintain CI / CD (Continuous Integration / Continuous Deployment) pipelines for automated model training, testing, and deployment.
  • Automation : Automate workflows for model versioning, experimentation, and model retraining to ensure continuous improvement.
  • Deployment and Integration : Deploy and integrate ML models into production environments, ensuring scalability and reliability.
  • Monitoring and Management : Implement and manage monitoring tools to track model performance, system health, and resource utilization.
  • Collaboration : Work closely with data scientists, data engineers, and software engineers to define requirements and integrate models into broader platforms.
  • Troubleshooting : Identify and resolve issues in development, testing, and production environments related to models and the underlying infrastructure.
  • Documentation : Maintain accurate and comprehensive documentation of MLOps processes, tools, and systems.

Requirements :

  • Cloud Platforms : Experience with cloud providers such as AWS, Azure, and GCP is often required for building scalable cloud-native solutions.
  • MLOps Platforms : Proficiency with MLOps platforms like MLflow, Kubeflow, DataRobot, or Dataiku.
  • CI / CD Tools : Familiarity with CI / CD orchestration tools such as GitLab CI, GitHub Actions, and Airflow.
  • Containerization : Expertise in containerization technologies like Docker.
  • Programming Languages : Strong programming skills, often in Python, for scripting and automation.
  • Monitoring Tools : Experience with monitoring tools like Prometheus and Grafana.
  • (ref : hirist.tech)

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