Skip to main content

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

v0.4.4
1.varGroupReport的report_brief中加入woe
2.加入WOE绘图功能,可在binAdjust、varReport等中选择y的二轴显示为badrate或woe
3.在模型评估中新增sloping、calibration图
4.修复了诸多绘图bug
5.更新单元测试脚本,更新部分代码说明

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

BDMLtools-0.4.4.tar.gz (105.2 kB view details)

Uploaded Source

File details

Details for the file BDMLtools-0.4.4.tar.gz.

File metadata

  • Download URL: BDMLtools-0.4.4.tar.gz
  • Upload date:
  • Size: 105.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.7

File hashes

Hashes for BDMLtools-0.4.4.tar.gz
Algorithm Hash digest
SHA256 6e6acf0ec287ae0660f36caf4b1af26ccab30a0cfedab1830ccfb8772c54b18b
MD5 341873b01aef83bb4adb9294f66e7e32
BLAKE2b-256 05765849488b1431a472e192e42f65ba94fd0dbc29a2273a2c786a9acf191ff2

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page