Ml learning tools for busniess data mining
Project description
BDMLtools-0.3.6
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
v0.3.6
1.优化代码,移除对xgboost与catboost库的依赖
2.优化代码,对sklearn的最低依赖降低为1.0.2
3.修复了shapcheck中的使用catboost时无法计算的bug
4.修复了EDAreport在pandas==2.0.1版本下的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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