AI Ops Engineer
Tata Consultancy Services (TCS) · St. Paul, US
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.
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Build training and inference code with reproducibility, versioning, and automated testing.
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Implement scalable model serving (online/offline), batching, and latency/throughput optimization.
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Integrate model lifecycle tooling (tracking, registry, deployment automation, monitoring).
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Collaborate with Data Engineering on feature pipelines and data contracts.
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Own production health: drift detection, performance regression, rollback strategies, and incident response.
Required Qualifications
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5+ years software engineering with 2+ years shipping ML models to production.
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Strong Python skills and experience with ML frameworks (TensorFlow/PyTorch).
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Experience with containers and orchestration (Docker/Kubernetes) and API development.
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Understanding of ML system design (data leakage, training-serving skew, drift).
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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
Location
Eden Prairie, MN
Job Function
TECHNOLOGY
Role
Engineer
Job Id
417674
Desired Skills
Docker | Machine Learning
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.
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