ML Ops Engineer

4 - 6 years

5 - 9 Lacs

Posted:11 hours ago| Platform: Naukri logo

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Work from Office

Job Type

Full Time

Job Description

In this role you will get to:
AI/ML Deployment & GitOps Automation
  • Contribute to GitOps deployment workflows with Argo that ensure AI/ML services are correctly onboarded and configured for GitOps delivery across GKE, Dataproc, Vertex AI, Dataflow, and other platform-managed compute environments.
  • Package AI/ML services into Docker images and manage lifecycle/versioning in Google Artifact Registry.
  • Implement CI/CD pipelines using GitHub Actions for builds, tests, image scans, and deployments.
Infra as Code & Cloud Platform Engineering
  • Develop and manage Terraform modules for Data & AI/ML platform resources such as Composer, Vertex AI, Dataproc, BigQuery, GCS, and other Data/AI/ML services.
  • Ensure infra repeatability, reliability, and alignment with platform and infosec standards.
ML Pipeline Orchestration & Model Lifecycle
  • Build, maintain, and troubleshoot AI/ML pipelines, batch jobs, and custom training workflows through Vertex AI.
  • Use Cloud Composer (Airflow) to orchestrate multi-stage ML workflows spanning data prep, training, evaluation, and deployment.
  • Integrate LLMOps patterns through Gemini Enterprise, LiteLLM or similar model gateways.
Kubernetes & Istio-Based Service Operation s
  • Operate AI/ML powered microservices on GKE involving Istio gateways and service mesh patterns.
  • Collaborate with platform teams on security tooling such as NexusIQ, StackRox, and Wiz.
Monitoring, Observability & Model Quality
  • Use Arize (or similar tools) for model drift/quality monitoring, embeddings monitoring, and LLM evaluation patterns.
  • Implement logging, alerting, and SLOs for ML workloads and pipelines with Splunk, New Relic, Pagerduty etc..
  • Assist with incident response, root-cause analysis, and long-term platform improvements.
DevOps Support for Internal Web Framework
  • Provide operational guidance and deployment automation for internal Python-based frameworks used in AI/ML services.
  • Improve developer productivity through standardized templates, CI/CD patterns, and tool
Who you are:
  • Bachelor s Degree in Computer Science or relevant experience.
  • 4-6 years of experience in DevOps, Cloud Engineering, or MLOps roles.
  • Strong experience with GCP (Vertex AI, GKE, Dataflow, Dataproc, Composer, BigQuery, etc.) or other major cloud providers (Azure/AWS).
  • Hands-on expertise with Kubernetes, Vertex AI, Docker and image-based deployment workflows.
  • High proficiency with Python or similar scripting language, especially for automating ML/infra tasks.
  • Strong knowledge of Terraform and IaC patterns at scale.
  • Experience deploying apps via GitOps using Argo.
  • Proven ability to support AI/ML models in production: monitoring, pipelines, debugging, retraining loops.
  • Illustrated history of living the values necessary to Priceline: Customer, Innovation, Team, Accountability and Trust.
  • The Right Results, the Right Way is not just a motto at Priceline; it s a way of life. Unquestionable integrity and ethics is essential.
Nice-to-Haves
  • Experience with LLMOps toolchains (RAG pipelines, vector stores, prompt/version management, agent frameworks).
  • Good understanding of infosec and RBAC best practices, and security posture management.
  • Exposure to SRE best practices and error budgets for ML systems .

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