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dfencoder - AutoEncoders for DataFrames

Want to learn useful nonlinear representations of your tabular data? Don't have time to mess with autoencoders? This library aims to simplify your life.

Currently under development.

Installation

We highly recommend using a virtual environment to install! This software has only been tested using python 3.6.

The bare-bones requirements are installed automatically by pip. You may also want to install jupyter and matplotlib to run notebooks and the ipynb logger, but these are not requirements to install.

Install using:

pip install dfencoder



Or, you can get the latest version by cloning this repository and installing from the home directory:

pip install .



Usage

Thorough documntation is still being written, but the demo notebook is available to show some of the features of this library.

Running the tests

The adult.csv dataset is used in the testing script. Make sure the file (found in the root of this repo) is in the same directory as test.py when you run the script.

Contributing

Contributors are welcomed! Please reach out with PRs.

Feature Requests and Bugs

We'd like to release a stable version soon, so in the meantime please submit feature requests and bug reports on this repository's issues page.

Thanks for your interest in this project!

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  • Jupyter Notebook 84.8%
  • Python 15.2%