Tata Consultancy Services

AI/ML Engineer/ AI Ops Engineer

Tata Consultancy Services$100K — $120K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years in software engineering with 2+ years in production ML models
  • Strong proficiency in Python and ML frameworks like TensorFlow/PyTorch
  • Experience with containerization and orchestration tools (Docker/Kubernetes)
  • Proficient in API development related to ML applications
  • Knowledgeable in ML system design principles

Responsibilities

  • Translate data science prototypes into production-grade ML services
  • Build reproducible training and inference code
  • Implement scalable model serving with optimized latency and throughput
  • Integrate model lifecycle tooling for deployment and monitoring
  • Collaborate with Data Engineering for feature pipelines
  • Manage production health including drift detection and incident response

Benefits

  • Discretionary Annual Incentive
  • Comprehensive Medical Coverage including Dental and Vision
  • Generous Family Support through Parental Leaves
  • Various Insurance Options including Auto and Home
  • Professional growth opportunities with training reimbursement
  • Paid Time Off including holidays and sick leave
  • Legal and Financial Assistance programs
Full Job Description
Role Summary

Builds, trains and tunes machine learning models. Translates data science experiments into scalable, production-ready ML solutions.

Key Responsibilities

Translate data science prototypes into production-grade ML services and pipelines.

- Build training and inference code with reproducibility, versioning, and automated testing.

- Implement scalable model serving (online/offline), batching, and latency/throughput optimization.

- Integrate model lifecycle tooling (tracking, registry, deployment automation, monitoring).

- Collaborate with Data Engineering on feature pipelines and data contracts.

- Own production health: drift detection, performance regression, rollback strategies, and incident response.

Required Qualifications

- 5+ years software engineering with 2+ years shipping ML models to production.

- Strong Python skills and experience with ML frameworks (TensorFlow/PyTorch).

- Experience with containers and orchestration (Docker/Kubernetes) and API development.

- Understanding of ML system design (data leakage, training-serving skew, drift).

- CI/CD and DevOps practices applied to ML workloads (MLOps).

Preferred / Nice to Have

- Experience with feature stores, model registries, and model monitoring stacks.

- GPU optimization and distributed training experience.

- Experience with responsible AI toolkits and compliance requirements.

Salary Range: $100,000- $120,000 a year

TCS Employee Benefits Summary:

Discretionary Annual Incentive.

Comprehensive Medical Coverage: Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans.

Family Support: Maternal & Parental Leaves.

Insurance Options: Auto & Home Insurance, Identity Theft Protection.

Convenience & Professional Growth: Commuter Benefits & Certification & amp; Training Reimbursement.

Time Off: Vacation, Time Off, Sick Leave & Holidays.

Legal & Financial Assistance: Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing.

#LI-DNI

About Tata Consultancy Services

Tata Consultancy Services (TCS) is an Indian multinational information technology (IT) services and consulting company, headquartered in Mumbai, Maharashtra, India. It is a subsidiary of Tata Group and operates in 149 locations across 46 countries. TCS is the largest Indian company by market capitalization and is ranked 11th on the Forbes Global 2000 list of the world's biggest public companies. TCS is also the second-largest IT services company in the world by revenue and the largest employer of women in India. The company provides services in areas including IT, consulting, and business solutions.
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