Ml learning tools for busniess data mining
Project description
BDMLtools
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
v0.3.8
1.报告模块中加入auc指标,加入参数show_metrics以控制auc、ks、lift的输出
2.修复了binAdjuster中组变量加入breaks_list时导致终止的bug
3.binSelector中将不再输出ks
4.调整FLLGBMSklearn中与梯度、正则相关的树参数的默认范围,避免产生决策树无法生长的问题
5.其他bug修复
6.更新部分依赖库的版本
7.更新单元测试脚本,更新部分代码说明
8.更新example
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
BDMLtools-0.3.8.tar.gz
(101.4 kB
view details)
File details
Details for the file BDMLtools-0.3.8.tar.gz
.
File metadata
- Download URL: BDMLtools-0.3.8.tar.gz
- Upload date:
- Size: 101.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.10.9
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4646075a771a76dee7bb3531e9b171403bb7cb20c4342bd2ac7f2de78dc22ced |
|
MD5 | 70d274a4e09872d261b8748f0a0ac74c |
|
BLAKE2b-256 | b0c7f6923f8a618cf8e2ecdddcece2607d1ecb73a1f89c40a86a183867e876cc |