Talent.com
MLOps / LLMOps Engineer

MLOps / LLMOps Engineer

ConfidentialPune, India
7 days ago
Job description

Key Responsibilities :

  • Design, build, and maintain CI / CD pipelines for ML model training, validation, and deployment
  • Automate and optimize ML workflows, including data ingestion, feature engineering, model training, and monitoring
  • Deploy, monitor, and manage LLMs and other ML models in production (on-premises and / or cloud)
  • Implement model versioning, reproducibility, and governance best practices
  • Collaborate with data scientists, ML engineers, and software engineers to streamline end-to-end ML lifecycle
  • Ensure security, compliance, and scalability of ML / LLM infrastructure
  • Troubleshoot and resolve issues related to ML model deployment and serving
  • Evaluate and integrate new MLOps / LLMOps tools and technologies
  • Mentor junior engineers and contribute to best practices documentation

Required Skills & Qualifications :

  • 8+ years of experience in DevOps, with at least 3 years in MLOps / LLMOps
  • Strong experience with cloud platforms (AWS, Azure, GCP) and container orchestration (Kubernetes, Docker)
  • Proficient in CI / CD tools (Jenkins, GitHub Actions, GitLab CI, etc.)
  • Hands-on experience deploying and managing different types of AI models (e.g., OpenAI, HuggingFace, custom models) to be used for developing solutions.
  • Experience with model serving tools such as TGI, vLLM, BentoML, etc.
  • Solid scripting and programming skills (Python, Bash, etc.)
  • Familiarity with monitoring / logging tools (Prometheus, Grafana, ELK stack)
  • Strong understanding of security and compliance in ML environments
  • Preferred Skills :

  • Knowledge of model explainability, drift detection, and model monitoring
  • Familiarity with data engineering tools (Spark, Kafka, etc.
  • Knowledge of data privacy, security, and compliance in AI systems.
  • Strong communication skills to effectively collaborate with various stakeholders
  • Critical thinking and problem-solving skills are essential
  • Proven ability to lead and manage projects with cross-functional teams
  • Skills Required

    Prometheus, Elk Stack, Bash, Grafana, Jenkins, Devops, Gcp, MLops, Docker, Azure, Kubernetes, Python, Aws

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