TensorFlow Serving

Azure Applications 1 variation

TensorFlow Serving 2 on Ubuntu 24.04, a production server for deploying machine learning models.

Base
Hardened build
minimal ports, security patches applied at build time
Access
Unique credentials
generated on first boot, readable only by root
Verified
Boots working
services pass a health gate before release
Support
24/7, 365 days
by email and live chat, 24 hour response SLA

Variations

This product is available in the build below. Open it for the operating system, cloud and version detail, or read its deployment guide.

ProductCloudOperating systemVersion
TensorFlow Serving 2 Ubuntu 24.04 Azure Ubuntu 24.04 2 View · Guide

Overview

TensorFlow Serving is a high performance serving system for machine learning models in production. It exposes trained models over gRPC and REST endpoints, supporting versioning and hot model updates for low latency inference at scale.

Why the cloudimg image

cloudimg delivers TensorFlow Serving 2 fully patched on a hardened Ubuntu 24.04 base, preconfigured and ready to serve models on first boot. The image is kept current with security updates and is backed by 24/7 support.

Common uses

  • Model inference serving
  • Production machine learning APIs
  • Model version management