linora 0.5.0

Simple and efficient tools for data mining and data analysis.

Linora

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

• linora.XGBRanker
• linora.XGBClassifier
• linora.XGBRegressor