Jagadeeshwarreddy Pakala

At F5 Networks, I build end-to-end MLOps workflows with DVC, MLflow, Kubeflow Pipelines, KServe, Kubernetes, and AWS SageMaker AI, covering training, versioning, deployment, serving, and lifecycle management. I also built a RAG pipeline for document ingestion, embeddings, vector search, context retrieval, and LLM response generation. I automate cloud-native delivery across Kubernetes platforms, OpenStack, and AWS using Terraform, Ansible, GitHub Actions, Argo CD, Tekton, Docker, and Helm. My work includes regression pipelines, cluster cleanup automation, observability dashboards, and a Go CLI for cluster setup, product installation, validation, reporting, and log collection. Previously at Tata Consultancy Services and Broadridge Financial Solutions, I delivered CI/CD, GitOps, Kubernetes, Azure, and infrastructure automation that improved deployment speed, reliability, consistency, and operational performance. I enjoy reducing manual effort, stabilizing delivery pipelines, and making complex platforms reproducible.