Machine Learning Engineer

Greetings from TCS!!!

TCS is hiring MLOps Enginee r Experience: 4-15 yea

rsLocation: PAN India, preferably Pune, Chennai, Hyderabad, Kolkata, N CR Mode of interv iew: Walk

in Walk in Locat ion: Bangalore/Hyderabad/Chen naiDate of walk in: 11th July

'26 Job Descript ion:- 4 to 15 years of experience (2+ years in AI/Gen AI is

must). Required

• Skills: Degree in computer science, artificial intelligenc
• e, or IT.Strong knowledge of MLOps principles and the end-to-end ML lifecycle: data preparation → training → validation → deployment/serving → monitoring/refresh p
• ipelines.Design and implement CI/CD (and CT/continuous training) pipelines for ML workflows, including testing, promotion, rollback, and reproducibl
• e builds.Hands-on with containerization and orchestration (e.g., Docker/Kubernetes) and ML pipeline tooling such as MLflow/Kubeflow (or equ
• ivalent).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 capab
• ilities).Security, governance, and access controls: authentication/authorization, encryption, policy/guardrails, and compliance-focused logging/traceability for produ
• ction ML.Cross-functional collaboration with data scientists, engineers, and platform teams to productionize models following best practices for repeatability, standardization, and operational ef
• ficiency.Proficiency in programming languages such as Python, .Net or Java, with experience in relevant libraries and frameworks (e.g., TensorFlow, PyTorch , Keras).