fklearn: Functional Machine Learning

fklearn uses functional programming principles to make it easier to solve real problems with Machine Learning.

The name is a reference to the widely known scikit-learn library.

fklearn Principles

Validation should reflect real-life situations.
Production models should match validated models.
Models should be production-ready with few extra steps.
Reproducibility and in-depth analysis of model results should be easy to achieve.

Installation

To install via pip:

pip install fklearn

You can also install from the source:

git clone git@github.com:nubank/fklearn.git
cd fklearn
git checkout master
pip install -e .

Please review our contribution guidelines and code of conduct when contributing.