All Projects → CrazyXiao → Machine Learning

CrazyXiao / Machine Learning

Licence: mit
python,机器学习笔记,machine learning,nlp

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机器学习笔记

Python拥有大量的数据分析、统计和机器学习库,使其成为许多数据科学家的首选语言。

以下是基于Python的机器学习总结,包括一些广泛使用的机器学习方法和工具。

注:该项目所有的代码实现基于python3,文章中数学公式要在github上正常显示,需安装 chrome插件 mathjax plugin for github 或者clone后离线使用markdown编辑器阅读。

机器学习方法

从零开始掌握Python机器学习

机器学习相关算法

机器学习应用实现步骤

特征工程

自然语言处理

笔记

吴恩达老师的机器学习课程个人笔记及python实现

李宏毅机器学习任务30天

NLP理论实践18天

机器学习实战

《统计学习方法》算法实现

实战

完整的入门级机器学习项目

练习项目之银行精准营销

特征工程及数据挖掘实战之信用卡逾期预测

简单的聊天机器人实现

基础

入门

知识 实现
线性回归(Linear Regression) 代码
逻辑回归(Logistic Regression) 代码
正则化(Regularization) 代码
决策树(Decision Tree) 代码
K近邻(k-Nearest Neighbour) 代码

持续更新中...

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