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Tata Consultancy Services · Chennai

MLOps Engineer

ChennaiOperations

Last seen on Tata Consultancy Services’s official careers site on August 1, 2026; it may have closed since.

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Job description

Job Title

MLOps Engineer Experience: 4-15 years (2+ years in AI/Gen AI is must).

Job Location

PAN India (metro cities)

Required Skills

  • Degree in computer science, artificial intelligence, or IT.
  • 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).

Security, governance, and access controls

  • authentication/authorization, encryption, policy/guardrails, and compliance-focused logging/traceability for production ML.
  • Cross-functional collaboration with data scientists, engineers, and platform teams to productionize models following best practices for repeatability, standardization, and operational efficiency.
  • Proficiency in programming languages such as Python, .Net or Java, with experience in relevant libraries and frameworks (e.g., TensorFlow, PyTorch, Keras). </p

Qualifications

BACHELOR OF ENGINEERING

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