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README.md

🕵️‍♀️ Zita - Zillion-scale Image Tagger

Build your own image classification service within a day.

Zita is an all-in-one machine learning solution for building production-ready image classification services. It covers the full life cycle of creating a simple image classifier just like Amazon SageMaker.

Labeling Photos Testing Predictions

Features

  1. An easy-to-use image labelling tool for creating ground truth
  2. Out-of-the-box Jupyter notebooks and CLI commands to efficiently train and tune modern deep learning image classifiers.
  3. High-performance RPC and web API to test, evaluate and serve predictions.

With only minimal setup, anyone can build, train, and deploy a production-ready custom image classification service within hours.

Getting Started

Install

We recommend install from source code:

git clone http://github.com/zillow/zita.git
cd zita
npm install
npm start

cd python
pip3 install poetry
poetry install

For details, check out SETUP.md.

License

Apache 2.0

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