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Lead Ml Engineer

Job in Blue Ash, Hamilton County, Ohio, USA
Listing for: Tata Consultancy Services
Full Time position
Listed on 2026-04-17
Job specializations:
  • IT/Tech
    AI Engineer, Data Engineer, Machine Learning/ ML Engineer, Data Science Manager
Salary/Wage Range or Industry Benchmark: 110000 - 140000 USD Yearly USD 110000.00 140000.00 YEAR
Job Description & How to Apply Below
Position: LEAD ML ENGINEER

Job Description

  • Languages:

    Python (required); SQL; optional Java/Scala
  • Experience with MLOps practices, including model versioning, monitoring, and CI/CD for ML pipelines.
Required Skills
  • Languages:

    Python (required); SQL; optional Java/Scala
  • ML/MLOps: MLflow (or equivalent), model registry, monitoring, evaluation pipelines
  • Data:
    Spark, Data Frames, data modeling fundamentals, feature engineering
  • Dev Ops:
    Git, CI/CD, Docker;
    Kubernetes, Terraform (optional)
  • Cloud:
    Azure, logging/monitoring
  • Experience with MLOps practices, including model versioning, monitoring, and CI/CD for ML pipelines.
Good to Have
  • Understanding of Data Science models
  • Exposure to Deep Learning frameworks such as Tensor Flow or Py Torch
  • Solid understanding of feature engineering, model evaluation, and experimentation.
Preferred Traits
  • Strong communication and storytelling skills with data
  • Ability to work in a collaborative and fast‑paced environment
  • Passion for solving complex business problems using data
Roles & Responsibilities ML Engineering & Delivery
  • Lead the design and implementation of production ML pipelines for training, batch inference, and real‑time/near‑real‑time scoring.
  • Translate Data Science prototypes into robust, maintainable services and workflows with strong testing, observability, and reliability.
  • Build and manage feature engineering workflows, feature stores (where applicable), and reusable ML components.
  • Drive model packaging and deployment patterns (containers, serverless, managed endpoints) and optimize for performance and cost.
MLOps
  • Implement CI/CD for ML (model versioning, automated testing, promotion gates, rollback strategies) using Azure Dev Ops / Git Hub Actions integrated with Databricks.
  • Leverage MLflow (Databricks native) for experiment tracking, model registry, and lifecycle management.
  • Establish best practices for model monitoring: data drift, concept drift, model degradation, and alerting.
  • Define and enforce guardrails for responsible AI: bias checks, explainability, privacy controls, and auditability.
Data & Platform Collaboration
  • Partner with Data Engineering on data quality, lineage, and availability to ensure reliable model inputs.
  • Work with Cloud/Platform teams to ensure scalable infrastructure (compute, networking, IAM, secrets, logging).
  • Influence target architecture and technology decisions for the ML platform roadmap.
Leadership & Mentoring
  • Provide technical leadership and mentorship to ML Engineers and junior team members.
  • Conduct design reviews, code reviews, and establish engineering standards.
  • Coordinate delivery plans, estimate work, and manage technical risks and dependencies.
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 & Training Reimbursement.
  • Time Off:
    Vacation, Time Off, Sick Leave & Holidays.
  • Legal & Financial Assistance:
    Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing.

Salary Range: $110,000 - $140,000 a year

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