Professional Experience

Apr 2025 — Present
MLOps Architect
Fractal Analytics | Noida
  • GenAI Platform Development: Architected enterprise-scale serverless GenAI solution processing 100,000+ daily customer interactions across chat, IVR, and email channels using event-driven architecture with AWS Lambda, Step Functions, and EventBridge.
  • Designed multi-stage Step Function workflow orchestrating parallel Lambda invocations for intent classification, toxicity analysis, and message summarization using AWS Bedrock Claude 3 Sonnet.
  • Deployed containerized NLP application on ECS Fargate cluster serving 5K+ requests/second.
  • Configured VPC endpoints for S3, DynamoDB, and Comprehend eliminating NAT Gateway costs, reducing data transfer expenses by 40%.
  • AIOps Platform Development: Leading development of Responsible AI platform for model performance monitoring, fairness tracking, and bias detection across 20+ production models.
  • Implemented automated model drift detection using Evidently AI with configurable thresholds, preventing 95% of production issues.
May 2020 — Mar 2025
MLOps Engineer
Corteva Agriscience | Hyderabad
  • ML Infrastructure Modernization: Led migration of ML pipelines from on-premises to Kubernetes, achieving 3x processing speed improvement.
  • Architected dual-mode ML serving infrastructure: Batch inference using Argo Workflows and Real-time REST endpoints via Seldon Core serving 2K+ requests/second.
  • Configured Seldon's canary deployment strategy enabling gradual model rollout, achieving zero-downtime deployments.
  • MLOps Platform with MLFlow: Established centralized MLflow tracking server on Kubernetes, managing 100+ experiments and 100+ registered models.
  • Developed GitHub Actions CI/CD pipeline automating Docker image building, validation, and Kubernetes deployment, ensuring 85% code coverage.
Oct 2018 — May 2020
Senior Platform Engineer
Quantiphi Analytics | Bengaluru
  • Developed cloud-native Data Science Platform serving 100+ data scientists with JupyterHub on ECS, enabling self-service GPU-enabled notebook provisioning.
  • Built RESTful model serving microservices using Flask with Gunicorn, handling 10K+ daily inference requests.
  • Architected centralized data ingestion platform processing 100GB+ daily using AWS Glue ETL jobs and Confluent Kafka.
Aug 2016 — Sep 2018
Cloud Engineer
Manthan Software Services | Bengaluru
  • Deployed and managed multi-tier web applications on AWS cloud infrastructure (EC2, RDS, S3, CloudFront) with high availability.
  • Built CI/CD pipelines using Jenkins with automated testing and blue-green deployments, reducing deployment time by 50%.
  • Automated routine tasks using Python Boto3 and Shell scripts, saving 20 hours weekly in manual operations.