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Running AI at scale

TensorFlow Serving

Software for running trained AI models on servers so apps can send them requests.

New this week

What it does

Once an AI model is trained, it needs to be served, made available so other programs can ask it for answers. TensorFlow Serving does this for production systems.

It can run several models, or several versions of one model, at once, and lets teams switch to new versions without changing the apps that use them.

It groups requests together to make good use of graphics cards, and works best with TensorFlow models, though it can be extended.

Who it's for

Engineering teams putting machine-learning models into live products.

Can I use it without coding?

Developers only. Usually run with Docker on servers and needs technical knowledge. New to this? Start here.

Can I run it?

Cost
FreeNothing to pay or sign up for.
Runs on
Linux, Server
Computer
Made for servers or data centres
Privacy
Runs on your own device: your data stays with you
API key
Not needed

Try it

Using Claude Code, Cursor or another AI coding assistant? Paste the prompt and it will walk you through the setup.New to this?

Before you install

  • Only download from the official GitHub page. Copies with similar names exist for many popular projects.
  • License (Apache-2.0): Permissive: free to use, change and share, including for business.
  • More on staying safe

Where people are talking about it