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ML-Ops Engineer

Tata Consultancy Services

7 - 11 years

Chennai

Posted: 21/03/2026

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Job Description

Desired Experience Range:7-11 years

Location of Requirement :Chennai / Hyderabad

Role:ML Ops Engineer (Model deployment & monitoring)

Responsibilities

  • Deployment patterns: batch scoring, real-time endpoints, streaming where needed
  • MLOps toolchain: MLflow, Docker, Kubernetes (or managed equivalents), CI/CD (Azure DevOps/GitHub Actions)
  • Model monitoring: drift (data + concept), performance, alerting, retraining triggers
  • Artifact management: model registry, feature store concepts, reproducibility
  • Security/compliance-aware engineering: secrets management, access controls, audit logging


Must-Have**

(Ideally should not be more than 3-5)

  • Excellent understanding of deployment patterns
  • Good technical knowledge of the entire ML Ops toolchain
  • Knowledge of model monitoring
  • Good knowledge of artefact management
  • Good knowledge of security and compliance aware engineering principles
  • Good team skill and interpersonal skill

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