ML Engineer
Tata Consultancy Services, Minnetonka, MN, United States
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
Python, TensorFlow, PyTorch, Docker, REST APIs
Salary Range $100,000-$120,000 per year
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.
Qualifications
BACHELOR OF COMPUTER SCIENCE
#J-18808-Ljbffr
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
Python, TensorFlow, PyTorch, Docker, REST APIs
Salary Range $100,000-$120,000 per year
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.
Qualifications
BACHELOR OF COMPUTER SCIENCE
#J-18808-Ljbffr