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
All posts →
01
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
02
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
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 architecture across AWS, GCP, and Azure.
- Where is Sudhanva based? +
- Sudhanva is based in the San Francisco Bay Area and works remotely as a Senior Machine Learning Engineer at Montai Therapeutics, headquartered in Boston, Massachusetts.
- What technologies does he specialise in? +
- Kubernetes, Ray (Data and Serve), Flyte, TensorFlow, PyTorch, Distributed Data Parallel (DDP), Terraform, Argo CD, Prometheus, and Grafana. Cloud: AWS, GCP, Azure, and Oracle Cloud. Languages: Python, Go, and TypeScript.
- How many years of experience does he have? +
- Over seven years of professional engineering experience. Currently Senior Machine Learning Engineer at Montai Therapeutics. Previously at Autodesk (MLE intern, San Francisco), Pixxel (ML Engineer, Bengaluru), Initiable Intelligence, and DCT Academy.
- What is his educational background? +
- M.S. in Artificial Intelligence from Northeastern University in Boston, MA (2021 to 2023), and a B.S. in Computer Science from PES University in Bengaluru, India (2013 to 2016).
Open to roles · nsudhanva@gmail.com