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 of software engineering experience with 2+ years in deploying ML models to production.
  • Proficient in Python and familiar with ML frameworks like TensorFlow and PyTorch.
  • Experience in using containers (Docker/Kubernetes) and developing APIs.
  • Knowledge of ML system design principles including data leakage and drift management.
  • Familiarity with CI/CD and DevOps practices tailored to ML workloads.

Responsibilities

  • Transform data science prototypes into production-ready ML services.
  • Develop reproducible and maintainable training and inference code with automated testing.
  • Implement scalable model serving solutions focusing on optimization for latency and throughput.
  • Integrate model lifecycle tooling for better management and automation of deployments.
  • Collaborate with Data Engineering teams to establish effective feature pipelines and data contracts.
  • Manage production health by monitoring for drift and performance regressions, with a plan for incident response.

Benefits

  • Discretionary annual incentive based on performance.
  • Comprehensive health coverage including medical, dental, and vision.
  • Family support benefits, including parental leave.
  • Insurance options that cover auto and home, along with identity theft protection.
  • Support for professional growth through commuter benefits and reimbursement for certifications.
  • Generous time off policies including vacation and sick leave.
  • Access to legal and financial assistance, alongside a 401K plan and performance bonuses.
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-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.
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