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https://github.com/janfreyberg/superintendent
Practical active learning in python
https://github.com/janfreyberg/superintendent
Last synced: 6 days ago
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Practical active learning in python
- Host: GitHub
- URL: https://github.com/janfreyberg/superintendent
- Owner: janfreyberg
- Created: 2017-11-27T09:23:06.000Z (about 7 years ago)
- Default Branch: main
- Last Pushed: 2022-09-22T21:58:32.000Z (over 2 years ago)
- Last Synced: 2024-12-16T03:07:56.607Z (13 days ago)
- Language: Python
- Homepage: https://superintendent.readthedocs.io
- Size: 6.42 MB
- Stars: 189
- Watchers: 12
- Forks: 18
- Open Issues: 12
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- awesome-production-machine-learning - Superintendent - superintendent provides an ipywidget-based interactive labelling tool for your data. (Data Labelling and Synthesis)
README
# Superintendent
[![PyPI version](https://badge.fury.io/py/superintendent.svg)](https://badge.fury.io/py/superintendent)
[![Tests](https://github.com/janfreyberg/superintendent/actions/workflows/test.yml/badge.svg)](https://github.com/janfreyberg/superintendent/actions/workflows/test.yml)
[![Documentation Status](https://readthedocs.org/projects/superintendent/badge/?version=latest)](https://superintendent.readthedocs.io/en/latest/?badge=latest)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/janfreyberg/superintendent/master)
[![Coverage Status](https://coveralls.io/repos/github/janfreyberg/superintendent/badge.svg)](https://coveralls.io/github/janfreyberg/superintendent)---
![](docs/img/logo.png)
**`superintendent`** provides an `ipywidget`-based interactive labelling tool
for your data. It allows you to flexibly label all kinds of data. It also allows
you to combine your data-labelling task with a statistical or machine learning
model to enable quick and practical active learning.## Getting started
Take a look at the documentation: http://www.janfreyberg.com/superintendent/
It has some explanations of how the library works, and it also has many
examples.If you'd like to try the library without installing it, check out the
[repository on binder](https://mybinder.org/v2/gh/janfreyberg/superintendent/master?filepath=examples.ipynb).## Installation
```
pip install superintendent
```If you want to also use the keyboard shortcuts for labelling faster, you will
also have to enable the ipyevents jupyter extension:```
jupyter nbextension enable --py --sys-prefix ipyevents
```If you also want to run the examples, you need three additional packages:
`requests`, `bs4` and `wordcloud`. You can install them via pip by running:```
pip install superintendent[examples]
```If you want to contribute to `superintendent`, you will need to install the test
dependencies as well. You can do so with
`pip install superintendent[tests,examples]`## Acknowledgements
Much of the initial work on `superintendent` was done during my time at
[Faculty AI](https://faculty.ai/).