Machine Learning Operations Specialist

Tata Consultancy Services • Bengaluru, Karnataka, India • Posted May 29, 2026

Location Bengaluru, Karnataka
Job Type Full-time
Category Computer Occupations
Posted May 29, 2026

Role - MLOps with LLM

Experience - 4 to 15 years

Interview Location - Bengaluru

Location - PAN INDIA


Job description

  • Strong knowledge of MLOps principles and the end-to-end ML lifecycle: data preparation → training → validation → deployment/serving → monitoring/refresh pipelines.
  • Design and implement CI/CD (and CT/continuous training) pipelines for ML workflows, including testing, promotion, rollback, and reproducible builds.
  • Hands-on with containerization and orchestration (e.G., Docker/Kubernetes) and ML pipeline tooling such as MLflow/Kubeflow (or equivalent).
  • Monitoring & observability for ML systems: service + data + model health tracking, drift checks (feature/target/concept), alerts/triggers, and root-cause analysis.
  • Cloud platform experience (AWS/Azure/GCP) to deploy and run ML workloads using managed services and cloud-native components (e.G., GKE, BigQuery, Cloud Storage, Vertex AI capabilities...

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