Machine learning workflow toolkit
Project description
# Appias: machine learning workflow toolkit ✨🦋✨
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[![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.
<div align="center">
<img src="https://cdn.rawgit.com/aglove2189/appias/master/logo/logo.svg" height="60"><br>
</div>
## 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! <!-- Documentation is hosted at <https://appias.readthedocs.io/en/latest/>
[![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.
<div align="center">
<img src="https://cdn.rawgit.com/aglove2189/appias/master/logo/logo.svg" height="60"><br>
</div>
## 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! <!-- Documentation is hosted at <https://appias.readthedocs.io/en/latest/>
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