Eswar Vardhan

About Eswar Vardhan

Build ML systems that move from notebooks to dependable production services cutting deployment from hours to minutes and eliminating silent failures before they reach customers.• Engineer end-to-end MLOps platforms on AWS and Azure that automate validation, detect drift early, and trigger retrains without human touch, saving hundreds of hours in manual checks.• Reduce inference latency with optimized Docker images and GPU-ready Kubernetes clusters, turning slow, fragile pipelines into fast, scalable, high-uptime model services.• Deliver measurable business impact: recovered thousands in analyst time through automated review workflows, reduced misclassification losses in real operations, and maintained 99%+ uptime across ML workloads.• Design multi-service architectures RAG systems, feature pipelines, distributed training setups that stay stable under load and allow data science teams to experiment freely without infra issues.• Blend research, engineering, and operations to simplify complex ML lifecycles, build guardrails that prevent production failures, and ensure models stay accurate, reliable, and ship on time.

Experience

1. Devops Engineer

   Regional One, Inc

   Jan 2026 — Present

Education

• Vignan's LARA Institute of Technology & Science

  Bachelor of Technology - BTech, Mechanical Engineering

  2021

• Bapatla polytechnic college

  Diploma of Education, Mechanical Engineering

  2015 — 2018

• Rivier University

  Master of Science - MS, Computer Science