# Hugging Face — Deploying TensorFlow Vision Models in Hugging Face with TF Serving

- Company: Hugging Face (huggingface.co)
- Announced: 2022-07-25
- Category: developer-tool-release
- Coverage: not counted
- Announcement: no
- Group: routine
- Source: https://huggingface.co/blog/tf-serving-vision
- Record: https://forck.live/items/2174-deploying-tensorflow-vision-models-in-hugging-face-with-tf-serving
- Subject: Platform
- Models affected: Vision Transformer, Masked Autoencoders, RegNet, ConvNeXt

To deploy TensorFlow vision models from Hugging Face Transformers using TensorFlow Serving, with a focus on a Vision Transformer (ViT) for image classification, including steps for saving the model, preprocessing, and postprocessing.

## Evidence

Verbatim from https://huggingface.co/blog/tf-serving-vision:

> In this post, you'll see how to deploy a Vision Transformer (ViT) model (for image classification) locally using TensorFlow Serving (TF Serving).

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Record: https://forck.live/items/2174-deploying-tensorflow-vision-models-in-hugging-face-with-tf-serving
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