/linora

Simple and efficient tools for data mining and data analysis.

Primary LanguageJupyter NotebookApache License 2.0Apache-2.0

Linora

PyPI version Github license PyPI PyPI format

Linora is a efficent machine learning hyper parameters automated tuning Library,supporting XGBoost、LightGBM、CatBoost and other algorithm that implement by sklearn.

| API Document | API文档 | 中文介绍 |

Installation

To install this verson from PyPI, type:

pip install linora

To get the newest one from this repo (note that we are in the alpha stage, so there may be frequent updates), type:

pip install git+git://github.com/Hourout/linora.git

Feature

-XGBoost

  • Support XGBClassifier in RandomSearch、GridSearch
  • Support XGBRegressor in RandomSearch、GridSearch
  • Support XGBRanker in RandomSearch、GridSearch
  • Support cpu、gpu
  • Support fast search、k-fold search

-LightGBM

  • Support LGBClassifier in RandomSearch、GridSearch
  • Support LGBRegressor in RandomSearch、GridSearch
  • Support LGBRanker in RandomSearch、GridSearch
  • Support cpu、gpu
  • Support fast search、k-fold search

Example