ML/AIWork
Tata Consultancy Services (TCS) logo

ML Engineer

Tata Consultancy Services (TCS) · Minneapolis, US

Job description

Must Have Technical/Functional Skill

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.

Core Skills (from POD sheet)

Python, TensorFlow, PyTorch, Docker, REST APIs

Salary Range $100,000-$120,000 Per 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

Location Minnetonka, MN Job Function TECHNOLOGY Role Engineer Job Id 408710 Desired Skills Python Salary Range $100,000-$120,000 a year Desired Candidate Profile

Qualifications : BACHELOR OF COMPUTER SCIENCE

ML/AI Work links you to the employer's original posting — always verify the details there before applying.

More Machine Learning roles

View all →
$100,000 – $120,000/yr
Tata Consultancy Services (TCS)
Apply →