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Senior ML Ops Engineer

Senior ML Ops Engineer

ConfidentialPune
9 days ago
Job description

Key Responsibilities

  • Design, develop, and maintain  end-to-end MLOps pipelines  to automate the machine learning lifecycle from training to deployment and monitoring.
  • Collaborate with data scientists, ML engineers, and platform teams to  operationalize ML models  across cloud and hybrid environments.
  • Build and manage  containerized environments  for training and inference using Docker and Kubernetes.
  • Implement  CI / CD workflows  (e.g., GitHub Actions, Jenkins) for deploying ML models.
  • Ensure  observability and monitoring  of models in production (latency, drift, performance, errors).
  • Support model deployment to a variety of targets including APIs, applications, dashboards, and edge devices.
  • Implement  model versioning , rollback strategies, governance, and traceability using tools like MLflow or Kubeflow.
  • Drive best practices across teams and provide technical mentorship on MLOps topics.
  • Continuously evaluate and integrate new tools and technologies to improve MLOps capabilities.

Required Skills & Qualifications

  • 8+ years of experience in software, data, or ML engineering, with 6 + years in MLOps .
  • Strong programming experience in  Python ,  SQL , and  Spark / PySpark .
  • Deep expertise in  MLOps tools  such as MLflow, Kubeflow, Airflow, etc.
  • Experience with  cloud platforms , preferably  GCP  (Vertex AI, GKE, Cloud Run) or  AWS .
  • Hands-on with  Databricks ,  FastAPI ,  Docker ,  Kubernetes .
  • Proficient with  CI / CD ,  Git , and  Infrastructure as Code  (Terraform, Ansible).
  • Knowledge of  monitoring frameworks  like Prometheus and Grafana.
  • Experience in GCP , AWS is also acceptable.
  • Strong communication and stakeholder management skills.
  • Preferred Qualifications

  • Experience with building scalable, self-service ML infrastructure.
  • Familiarity with  model governance, compliance , and  security  in production environments.
  • Prior work in building reusable and modular MLOps solutions for cross-functional teams.
  • Skills Required

    Gcp, Aws, Airflow, Jenkins

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