11 Sep
|
Tata Consultancy Services
|
Chennai
11 Sep
Tata Consultancy Services
Chennai
Greetings from TCS
Job Title: ML Ops Developer
Walkin Date: 19th Sep 26
Walkin Location: TCS -Magnum Block IT SEZ Phase-2, 200 Feet Radial Road, MCN Nagar Extension, Thoraipakkam, Chennai - 600097
Walkin Time: 9am-1pm
Experience Range:4-15 yrs
Job description:
TCS has always been in the spotlight for being adept in the next big technologies. What we can offer you is a space to explore varied technologies and quench your techie soul.
Key Responsibilities
Robust 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).
Minimum Qualification: 15 years of full-time education
📌 ML Ops Developer (Chennai)
🏢 Tata Consultancy Services
📍 Chennai