
Ravikanth Dulam
I will build DevOps and MLOps pipelines using Azure DevOps, Aws
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Portfólio
Experiência profissional
Senior DevOps & MLOps Engineer
Upwork • Período integral
Dec 2019 - Present • 6 yrs 7 mos
Leading DevOps & MLOps engineering across AWS and Azure for enterprise clients. Architected end-to-end CI/CD pipelines using Azure DevOps, GitHub Actions, and Jenkins — reducing deployment time by 50% and release failures by 35%. Built production-grade MLOps platform on Azure Machine Learning with automated training pipelines, MLflow experiment tracking, model registry, and drift detection — cutting data science release cycles from weeks to days. Deployed LLM inference pipelines using LangChain, vLLM, and RAG architecture with Pinecone vectorstores on Kubernetes AKS achieving sub-200ms latency at 500+ RPS. Managed AKS clusters supporting 50+ microservices maintaining 99.9% production uptime. Embedded DevSecOps toolchain reducing critical CVEs by 40%. Reduced cloud costs by 25% through rightsizing and Reserved Instance management.