https://github.com/aglove2189/appias

Machine learning workflow toolkit ✨🦋✨
https://github.com/aglove2189/appias

appias data-analysis data-science machine-learning pandas python sklearn workflow

Last synced: about 1 month ago
JSON representation

Machine learning workflow toolkit ✨🦋✨

• Host: GitHub
• URL: https://github.com/aglove2189/appias
• Owner: aglove2189
• License: gpl-3.0
• Created: 2019-04-02T00:28:24.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-11-07T21:43:31.000Z (about 5 years ago)
• Last Synced: 2024-09-23T09:05:09.913Z (3 months ago)
• Topics: appias, data-analysis, data-science, machine-learning, pandas, python, sklearn, workflow
• Language: Python
• Size: 2.42 MB
• Stars: 5
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
Appias: machine learning workflow toolkit

==========================

[![image](https://img.shields.io/pypi/v/appias.svg)](https://pypi.org/project/appias/)

[![image](https://img.shields.io/pypi/l/appias.svg)](https://pypi.org/project/appias/)

[![image](https://img.shields.io/pypi/pyversions/appias.svg)](https://pypi.org/project/appias/)

[![image](https://img.shields.io/badge/Say%20Thanks-!-1EAEDB.svg)](https://saythanks.io/to/aglove2189)

A small library for gluing together a few of the standard steps when exploring a dataset and building a model. Built on pandas, sklearn, and matplotlib.



Features

---------------

-   Explore

-   Plot

-   Remove Outliers

-   Replace and Impute NAs

-   Reduce Pandas Memory Usage

-   Transform

-   Fit, Predict, and Score

-   Cross Validate

-   Logging

[Example Notebook](examples/demo.ipynb)

---------------

Installation

---------------

``` sh

pip install appias

```

Documentation

---------------

Coming Soon!