Sudhanva Narayana — AI/ML Engineer in San Francisco Bay Area
AI Startup
San Francisco, CARemote OKFull-time
About this role
Sudhanva Narayana — AI/ML Engineer in San Francisco Bay Area
Hi, I'm Sudhanva · AI/ML Engineer · SF Bay Area
Senior ML Engineer.
I build scalable AI/ML systems that move models from experimentation to production.
ML infra · AI inference · Model serving · Kubernetes · Bay Area, remote
What I work on
ML & AI Infra
Kubernetes · Ray · Flyte · ArgoCD · Terraform
Inference & Serving
Multi-GPU · High-throughput · Batch pipelines
Frameworks
TensorFlow · PyTorch · DDP · MLflow · LangChain
Cloud
AWS · GCP · Azure · Oracle Cloud
Recent writing
K3s on Oracle Cloud Always Free: GitOps Kubernetes (Gateway API + Auto HTTPS)
K3s on Oracle Cloud Always Free: GitOps Kubernetes (Gateway API + Auto HTTPS)
kubernetes devops oracle-cloud
Bare Metal Kubernetes Homelab Setup
A self-hosted bare-metal Kubernetes platform on Ubuntu 24.04 LTS. Combines Ansible for automated node provisioning with ArgoCD for GitOps-based cluster management.
devops kubernetes software-engineering microservices docker
03 · November 4, 2025
Consolidating Milvus Across AZs
I migrated a Milvus (standalone) deployment from a three-AZ Kubernetes setup (us-east-1a/b/c) to a single dedicated node in us-east-1b. I preserved all vector data, reduced infra to one m6a.xlarge node, consolidated all PVCs to 1b
aws devops kubernetes
Frequently asked
Is Sudhanva open to new opportunities? +
Open to conversations about thoughtful engineering work: production ML, Kubernetes platforms, and AI infrastructure roles. Reach out via email at nsudhanva@gmail.com or on LinkedIn at linkedin.com/in/nsudhanva.
What does Sudhanva Narayana do? +
Sudhanva Narayana is a Senior AI/ML Engineer based in the San Francisco Bay Area. He builds ML infra and AI infra for production: high-throughput ML inference and model serving, batch prediction pipelines, multi-GPU inference systems, Kubernetes-based deployments, and multi-regional cloud architectu
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