Skip to content
master
Switch branches/tags
Code

Latest commit

 

Git stats

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
src
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

🕵️‍♀️ 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.

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

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.

License

MIT

About

Build, train, serve your own image classifier within a day

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published