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Ml learning tools for busniess data mining

Project description

BDMLtools

PyPI version License Build Status codecov PyPI release

BDMLtools是适用于常见商业数据分析数据挖掘场景下,中小数据量的二分类模型的机器学习建模工具包。 本模组将集成商业分析场景中二分类模型中常用的机器学习模型,并使之能够兼顾模型开发效率、报告制作与建模流程标准化。 本模组涵盖数据清洗、数据探索、特征工程、评分卡制作、模型评估、统计学逐步回归、机器学习模型及其参数优化等内容

安装:

  • github
pip install git+git://github.com/zk403/mlearn.git
  • pypi
pip install BDMLtools

卸载:

pip uninstall BDMLtools

更新

v0.4.1
1.加入config.py文件以控制全局参数
2.移除dtypeAllocator的参数precision,改为由config.py中全局参数控制
3.加入设定分箱显示精度参数(pandas.cut),由config.py中全局参数控制
4.修复了plotnine==0.12.4/0.13.0在py38、py39及以上的诸多绘图bug
5.更新单元测试脚本,更新部分代码说明
6.更新example

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