---
title: Sudhanva Narayana — Senior ML Engineer
description: Public professional profile, production ML case studies, and technical writing.
canonical: https://sudhanva.me/
last-updated: 2026-08-21
---

# Sudhanva Narayana — Senior ML Engineer

Sudhanva Narayana is a Senior Machine Learning Engineer based in the San
Francisco Bay Area. He builds scalable AI and ML systems that move models from
experimentation to production, with a focus on Kubernetes platforms,
distributed inference, model serving, batch prediction pipelines, multi-GPU
systems, deployment automation, and observability across AWS, GCP, and Azure.

His recent work includes batch pipelines processing more than one billion rows,
multi-GPU build and serving systems, and cloud infrastructure that gives
research teams a repeatable path from notebook experiments to dependable
production workloads. He works with Ray, Flyte, Argo CD, Terraform, TensorFlow,
PyTorch, MLflow, Prometheus, and Grafana, and cares about both system throughput
and the experience of the engineers and researchers using the platform.

This site contains first-party, long-form writing on production machine
learning, Kubernetes, vector databases, retrieval pipelines, Python tooling,
cloud infrastructure, and the engineering craft.

## Start here

- [Production case studies](https://sudhanva.me/work/)
- [Production ML systems expertise](https://sudhanva.me/expertise/production-ml-systems/)
- [Writing archive](https://sudhanva.me/blog/)
- [About and experience](https://sudhanva.me/about/)
- [HTML resume](https://sudhanva.me/resume/)
- [Contact](https://sudhanva.me/contact/)
- [Developer resources and public API](https://sudhanva.me/developers/)
- [Agent guide](https://sudhanva.me/llms.txt)
- [Sitemap](https://sudhanva.me/sitemap-index.xml)