Tata Consultancy Services

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 delivering machine learning models to production.
  • Proficient in Python and familiar with ML frameworks such as TensorFlow and PyTorch.
  • Experience with containerization technologies like Docker and Kubernetes, and in API development.
  • Knowledgeable about machine learning system design principles, including data leakage and drift detection.
  • Hands-on experience with CI/CD and DevOps practices specific to machine learning workloads.

Responsibilities

  • Translate prototypes from data science into production-ready machine learning services.
  • Build and maintain reproducible training and inference code with automated testing.
  • Implement scalable model serving solutions while optimizing for latency and throughput.
  • Integrate tools for managing the model lifecycle including tracking and deployment automation.
  • Collaborate with Data Engineering for feature pipeline development and define data contracts.
  • Monitor production health by detecting drift and regression issues, and handle incident responses.

Benefits

  • Discretionary Annual Incentive.
  • Comprehensive medical coverage including health, dental, and vision.
  • Family support with parental leave options.
  • Insurance options, including auto and home insurance.
  • Professional growth support with training reimbursement and commuter benefits.
  • Generous time off policies including sick leave and holidays.
  • Legal and financial assistance, such as 401K plans and student loan refinancing options.
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).

Experience with CI/CD and DevOps practices applied to ML (MLOps)

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-SP1

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.
Learn more about Tata Consultancy Services
Size
469,261 employees
Industry

Similar Jobs

More Jobs at Tata Consultancy Services

More Information Technology Jobs

Find similar AI Ops Engineer jobs: