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Senior AI/ML Engineer

Scale AI/ML production systems from experiments to reliable, observable deployments at scale
Bengaluru, Karnataka, India
Senior
23 hours agoBe an early applicant
UnitedHealth Group

UnitedHealth Group

Diversified health care and insurance enterprise providing medical benefits, pharmacy services, data analytics, and care delivery solutions worldwide.

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AI/ML Initiatives Scale Anchor

Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health optimization on a global scale. Join us to start Caring. Connecting. Growing together.

The person is expected to act as the scale anchor for AI/ML initiatives. This role is responsible for turning AI/ML experiments into reliable, observable, and scalable production systems that operate under real-world constraints. This includes ownership of deployment, monitoring, reliability, and scalability, ensuring AI/ML solutions operate predictably, observably, and cost-effectively in real-world environments.

Primary Focus:

  • Productionization of AI/ML systems with focus on GenAI stack from experimentation to deployment
  • Design and operation of data pipelines and learning workflows for AI/ML systems
  • Deployment of models across batch, streaming, and real-time serving patterns
  • Management of model artifacts, registries, and feature/representation stores
  • Monitoring model performance, data drift, and retraining workflows
  • Establishment and maintenance of Dev / Stage / Prod environments for AI/ML systems

Primary Responsibilities:

  • Design and operate scalable AI/ML systems with high reliability and availability
  • Build and maintain CI/CD pipelines for AI/ML workflows (code, data, and models)
  • Implement data validation, quality checks, and freshness guarantees
  • Monitor system health, data drift, and model drift with alerting and remediation strategies
  • Optimize AI/ML systems for cost, latency, and operational efficiency
  • Own post-deployment support, incident response, and continuous improvement
  • Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regards to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so

Required Qualifications:

  • Undergraduate degree or equivalent experience
  • Core Requirements
    • Experience building and operating production systems with real-world constraints
    • Solid software engineering fundamentals with a solid understanding of AI/ML lifecycles
    • Solid collaboration skills when working with AI/ML engineer and platform teams
    • Proven ability to design systems that operate under clear SLAs and failure modes
  • Technical Skills
    • Programming & Engineering: Python, solid software design and debugging skills
    • AI/ML Systems: Model deployment patterns (batch, streaming, online), RAG pipelines
    • Data & Infrastructure: Data pipelines, distributed systems, Vector & No-SQL database
    • Platforms & tooling: Cloud, containers (Docker/Podman), Kubernetes, orchestration, AI/MLflow
    • CI/CD & AI/MLOps: CI/CD pipelines, github action workflow, workflow orchestration, model/version management
    • Observability: Logging, metrics, alerts for AI/ML systems in production

Preferred Qualifications:

  • Python, Kubernetes, Docker, Splunk, MongoDB, Grafana, AI/MLFlow, Lang Graph, Azure AI/ML Studio,
  • Jfrog, N8n

At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone-of every race, gender, sexuality, age, location and income-deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes - an enterprise priority reflected in our mission.

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Senior AI/ML Engineer
Bengaluru, Karnataka, India
Engineering
About UnitedHealth Group
Diversified health care and insurance enterprise providing medical benefits, pharmacy services, data analytics, and care delivery solutions worldwide.