🕵️♀️ Zita - Zillion Image Tagging App
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.
- An easy-to-use image labelling tool for creating ground truth
- Out-of-the-box Jupyter notebooks and CLI commands to efficiently train and tune modern deep learning image classifiers.
- 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.
We recommend install from source code:
git clone http://github.com/ktmud/zita.git # Install Python packages cd python pip3 install poetry poetry install # Enter the Python envrionment managed by Poetry poetry shell # Go back to Zita root cd ../ npm install npm run dev
This will start the tagging service first. You'd need to tag the photos in the
Label tab, train models in a notebook, then be able to come back and view training predictions in the "Test" tab.
For details, check out SETUP.md.