Senior MLOps Engineer

Bakı

Azercell

Vakansiyanın detalları

Vakansiyanın təsviri

  • Design and implement CI/CD pipelines for ML workflows
  • Automate ML workflows from experimentation through production deployment
  • Build and manage ML workflow orchestration
  • Implement standardized practices for model versioning, reproducibility, and A/B testing
  • Optimize model deployment for performance, scalability, and cost-efficiency
  • Ensure secure, compliant model pipelines that meet data residency requirements
  • Create monitoring solutions that work consistently across both cloud and on-premises deployments
  • Apply LLMOps practices, including evaluation, monitoring, and prompt/version management
  • Design and execute testing frameworks for LLM evaluation and reliability
  • Assist in integrating LLMs with internal applications and systems
  • Collaborate with Data Scientists, Data Engineers, and application teams to deliver end-to-end AI solutions

Xüsusi tələblər

  • Proficiency with ML frameworks such as TensorFlow, PyTorch, or scikit-learn
  • Strong programming skills in Python
  • Experience with containerization and orchestration tools (Docker, Kubernetes)
  • Familiarity with CI/CD tools (e.g., GitLab CI/CD, GitHub Actions)
  • Understanding of cloud platforms
  • Hands-on experience with ML workflow orchestration tools (e.g., Apache Airflow,)
  • Experience with experiment tracking and observability tools (e.g., MLflow)
  • Understanding of LLM deployment challenges (latency, cost optimization, scaling)
  • Experience with LLM evaluation techniques and prompt engineering

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