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python library for packaging prediction classifiers and evaluation tools
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eightball
examples/titanic
tests
.gitignore
.travis.yml
README.md
pylinter
setup.py
tox.ini

README.md

eightball

A python machine learning classification toolbox.

Packages estimator object, imputator object, and training data into a model object. Includes a suite of tools to assist in performing common evaluation and model optimization routines (cross validation, grid search, feature reduction, etc.) and visualizing the results.

Installation

Dependencies

- scikit-learn (>=0.19.1)
- pandas (>=0.22.0)
- numpy (>=1.14.0)
- matplotlib (>=1.5.1)

Installation
pip install -U eightball

Main Features

  • designed to work with pandas dataframes for easier data alignment
  • pipelines
  • evaluation
  • parameter tuning w/ grid search
  • auto parameter tuning
  • feature reduction
  • built-in plotting for feature importance, parameter tuning, and feature reduction
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