Python详细知识体系总结(2021版)

阳光穿透心脏的1/2处 2022-12-29 00:20 102阅读 0赞

# Python详细知识体系总结(2021版) #

本文专注整理一些有关Python学习的知识体系，不定期更新。

整理的Python知识体系主要包括基础知识，Python热门的应用方向，推荐书籍，FAQ以及一些常见面试题目，包含了作为一个Python全栈工程师以及数据分析工程师在开发工作和学习中需要用到或者可能用到的绝大部分知识。希望大家可以根据自己感兴趣的方面多多学习。

另：写的博客如有错误或者疏忽的地方，还望各位大佬指点，在此表示感激不尽。

![在这里插入图片描述][01ca8c761120b4f0bef7a915286e692e.png]

### 文章目录 ###

*  Python详细知识体系总结(2021版)
 *  面试题汇总
 *  Python-FAQ
 *  工具
 *  专业基础模块
 *   *  Python语言家族
     *  程序设计与数据结构
 *  Python后台开发模块
 *   *  Web前端基础
     *  路由与模板
     *  模型类实现
     *  Django高级与项目实战
 *  Python爬虫模块
 *   *  数据提取与清洗策略
     *  urllib实战与反爬策略
     *  Scrapy框架原理
 *  Python自动化运维模块
 *  自动化测试模块
 *  数据分析模块
 *   *  点击链接，留下联系方式，即可快速咨询，\[领取免费资料：https://t.csdnimg.cn/VtgI\](https://t.csdnimg.cn/VtgI)
     *  数据科学原理与数据处理
     *  特征工程
 *  机器学习
 *   *  机器学习及项目实战
 *  大数据基础
 *   *  海量数据处理与挖掘
 *  推荐系统实战案例
 *   *  推荐系统架构与机器学习基础理论
     *  协同过滤算法实战与优化
     *  冷启动原理与项目实战
     *  利用标签的推荐系统
     *  基于上下文的推荐系统
     *  文末推荐福利

# 面试题汇总 #

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Python全栈工程师</td> 
   <td></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Python数据分析工程师</td> 
   <td></td> 
  </tr> 
 </tbody> 
</table>

# Python-FAQ #

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">FAQ</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/category_10669384.html" rel="nofollow">FAQ专栏</a></td> 
  </tr> 
 </tbody> 
</table>

# 工具 #

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">pycharm快捷键</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/111364965" rel="nofollow">pycharm快捷键</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">pycharm运行环境的设置</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/111364867" rel="nofollow">在Pycharm中选择合适的运行环境</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">jupyter快捷键</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/111365080" rel="nofollow">jupyter快捷键</a></td> 
  </tr> 
 </tbody> 
</table>

# 专业基础模块 #

## Python语言家族 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Introduction</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t1" rel="nofollow">Introduction</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Python的安装与使用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t4" rel="nofollow">Python的安装与使用</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">Python的运行</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t6" rel="nofollow">Python的运行</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">Python基础语法</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t10" rel="nofollow">Python基础语法</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">数据类型</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t14" rel="nofollow">数据类型</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">分支结构</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t23" rel="nofollow">分支结构</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">分支结构</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t28" rel="nofollow">分支结构</a></td> 
  </tr> 
  <tr> 
   <td>8</td> 
   <td align="left">函数</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t35" rel="nofollow">函数</a></td> 
  </tr> 
  <tr> 
   <td>9</td> 
   <td align="left">文件读写</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t43" rel="nofollow">文件读写</a></td> 
  </tr> 
  <tr> 
   <td>10</td> 
   <td align="left">Python运算符【扩展内容】</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t47" rel="nofollow">Python运算符【扩展内容】</a></td> 
  </tr> 
  <tr> 
   <td>11</td> 
   <td align="left">Python数据类型的操作【扩展内容】</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730272#t48" rel="nofollow">Python数据类型的操作【扩展内容】</a></td> 
  </tr> 
 </tbody> 
</table>

## 程序设计与数据结构 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">万物皆对象、Python不例外</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t1" rel="nofollow">万物皆对象、Python不例外</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">面向对象—继承和多态</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t9" rel="nofollow">面向对象—继承和多态</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">设计模式</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t14" rel="nofollow">设计模式</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">函数的高级应用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t18" rel="nofollow">函数的高级应用</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">异常处理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t24" rel="nofollow">异常处理</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">第三方模块的安装与调用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t30" rel="nofollow">第三方模块的安装与调用</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">字符编码</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t34" rel="nofollow">字符编码</a></td> 
  </tr> 
  <tr> 
   <td>8</td> 
   <td align="left">案例实战：图片和视频转字符动画</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t37" rel="nofollow">案例实战：图片和视频转字符动画</a></td> 
  </tr> 
  <tr> 
   <td>9</td> 
   <td align="left">图形用户界面实战【扩展】</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t42" rel="nofollow">图形用户界面实战【扩展】</a></td> 
  </tr> 
  <tr> 
   <td>10</td> 
   <td align="left">飞机大战【扩展】</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t50" rel="nofollow">飞机大战【扩展】</a></td> 
  </tr> 
  <tr> 
   <td>11</td> 
   <td align="left">附录：pip命令</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t51" rel="nofollow">附录：pip命令</a></td> 
  </tr> 
  <tr> 
   <td>12</td> 
   <td align="left">附录: 类的专有方法(魔术方法)</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730614#t52" rel="nofollow">附录: 类的专有方法(魔术方法)</a></td> 
  </tr> 
 </tbody> 
</table>

# Python后台开发模块 #

## Web前端基础 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Html</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730699#t0" rel="nofollow">Html</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">CSS</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730699#t17" rel="nofollow">CSS</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">JavaScript</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730699#t35" rel="nofollow">JavaScript</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">JQuery</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730699#t64" rel="nofollow">JQuery</a></td> 
  </tr> 
 </tbody> 
</table>

## 路由与模板 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Web原理介绍</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t0" rel="nofollow">Web原理介绍</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Django环境搭建和入门案例</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t1" rel="nofollow">Django环境搭建和入门案例</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">基本路由映射与命名空间</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t10" rel="nofollow">基本路由映射与命名空间</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">正则路由映射参数的传递和接收</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t24" rel="nofollow">正则路由映射参数的传递和接收</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">反向解析处理器</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t30" rel="nofollow">反向解析处理器</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">Request对象与Response对象</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t36" rel="nofollow">Request对象与Response对象</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">Django-模板层</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730742#t49" rel="nofollow">Django-模板层</a></td> 
  </tr> 
 </tbody> 
</table>

## 模型类实现 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">ORM原理与数据库配置</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730715#t0" rel="nofollow">ORM原理与数据库配置</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Model模型层</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730715#t7" rel="nofollow">Model模型层</a></td> 
  </tr> 
 </tbody> 
</table>

## Django高级与项目实战 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Cookie</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t0" rel="nofollow">Cookie</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Session</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t10" rel="nofollow">Session</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">Session和Cookie的区别</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t23" rel="nofollow">Session和Cookie的区别</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">Redis数据库</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t24" rel="nofollow">Redis数据库</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">表单接收与提交</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t30" rel="nofollow">表单接收与提交</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">csrf跨域攻击</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t44" rel="nofollow">csrf跨域攻击</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">模型类多表操作</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t48" rel="nofollow">模型类多表操作</a></td> 
  </tr> 
  <tr> 
   <td>8</td> 
   <td align="left">中间件Middleware应用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t63" rel="nofollow">中间件Middleware应用</a></td> 
  </tr> 
  <tr> 
   <td>9</td> 
   <td align="left">admin后台管理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t75" rel="nofollow">admin后台管理</a></td> 
  </tr> 
  <tr> 
   <td>10</td> 
   <td align="left">实战项目浅析</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730679#t83" rel="nofollow">实战项目浅析</a></td> 
  </tr> 
 </tbody> 
</table>

# Python爬虫模块 #

## 数据提取与清洗策略 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">正则表达式</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730777#t0" rel="nofollow">正则表达式</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">xpath解析库</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730777#t25" rel="nofollow">xpath解析库</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">JsonPATH</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730777#t30" rel="nofollow">JsonPATH</a></td> 
  </tr> 
 </tbody> 
</table>

## urllib实战与反爬策略 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">http协议</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730769#t0" rel="nofollow">http协议</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">网络基础爬虫</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730769#t4" rel="nofollow">网络基础爬虫</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">Hader伪装与模拟登陆</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730769#t22" rel="nofollow">Hader伪装与模拟登陆</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">ip代理的使用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730769#t28" rel="nofollow">ip代理的使用</a></td> 
  </tr> 
 </tbody> 
</table>

## Scrapy框架原理 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Scrapy简介</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t0" rel="nofollow">Scrapy简介</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Scrapy数据流处理流程</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t4" rel="nofollow">Scrapy数据流处理流程</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">Scrapy安装与使用</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t5" rel="nofollow">Scrapy安装与使用</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">Middleware中间件</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t26" rel="nofollow">Middleware中间件</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">Item与Pipeline</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t31" rel="nofollow">Item与Pipeline</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">settings解析</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t38" rel="nofollow">settings解析</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">模拟请求头</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t39" rel="nofollow">模拟请求头</a></td> 
  </tr> 
  <tr> 
   <td>8</td> 
   <td align="left">快速启动爬虫项目</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t40" rel="nofollow">快速启动爬虫项目</a></td> 
  </tr> 
  <tr> 
   <td>9</td> 
   <td align="left">异常请求的处理机制</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t41" rel="nofollow">异常请求的处理机制</a></td> 
  </tr> 
  <tr> 
   <td>10</td> 
   <td align="left">Redis数据库</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t42" rel="nofollow">Redis数据库</a></td> 
  </tr> 
  <tr> 
   <td>11</td> 
   <td align="left">Scrapy-Redis分布式处理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730791#t48" rel="nofollow">Scrapy-Redis分布式处理</a></td> 
  </tr> 
 </tbody> 
</table>

# Python自动化运维模块 #

留待日后更新

# 自动化测试模块 #

留待日后更新

# 数据分析模块 #

> ## 点击链接，留下联系方式，即可快速咨询，[领取免费资料：https://t.csdnimg.cn/VtgI][https_t.csdnimg.cn_VtgI] ##

## 数据科学原理与数据处理 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Python行业分析</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t1" rel="nofollow">Python行业分析</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">数据分析好助手Jupyter notebook</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t4" rel="nofollow">数据分析好助手Jupyter notebook</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">数据科学模块NumPy</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t7" rel="nofollow">数据科学模块NumPy</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">统计与分析模块Pandas</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t10" rel="nofollow">统计与分析模块Pandas</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">数据可视化Matplotlib与Seaborn</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t14" rel="nofollow">数据可视化Matplotlib与Seaborn</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">项目实战 — 服务器日志分析</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490739#t17" rel="nofollow">项目实战 — 服务器日志分析</a></td> 
  </tr> 
 </tbody> 
</table>

## 特征工程 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">机器学习</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t1" rel="nofollow">机器学习</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Scikit-learn 与特征工程</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t5" rel="nofollow">Scikit-learn 与特征工程</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">sklearn 数据集</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t12" rel="nofollow">sklearn 数据集</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">机器学习流程实践</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t18" rel="nofollow">机器学习流程实践</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">机器学习数据准备</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t22" rel="nofollow">机器学习数据准备</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">选择和训练模型</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490766#t29" rel="nofollow">选择和训练模型</a></td> 
  </tr> 
 </tbody> 
</table>

# 机器学习 #

## 机器学习及项目实战 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">机器学习体系介绍</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t1" rel="nofollow">机器学习体系介绍</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">机器学习分类</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t6" rel="nofollow">机器学习分类</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">机器学习关键问题</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t10" rel="nofollow">机器学习关键问题</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">分类训练</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t12" rel="nofollow">分类训练</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">多类别分类器</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t15" rel="nofollow">多类别分类器</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">选择和训练模型</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t18" rel="nofollow">选择和训练模型</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">垃圾邮件分类</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490793#t24" rel="nofollow">垃圾邮件分类</a></td> 
  </tr> 
 </tbody> 
</table>

# 大数据基础 #

## 海量数据处理与挖掘 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">Hadoop海量数据实现原理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t1" rel="nofollow">Hadoop海量数据实现原理</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Map-Reduce思想</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t7" rel="nofollow">Map-Reduce思想</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">HDFS组件</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t20" rel="nofollow">HDFS组件</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">YARN组件</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t24" rel="nofollow">YARN组件</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">Hive组件</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t27" rel="nofollow">Hive组件</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">关联规则挖掘</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t33" rel="nofollow">关联规则挖掘</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">Windows 下 Hadoop的配置与安装</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109490821#t28" rel="nofollow">Windows 下 Hadoop的配置与安装</a></td> 
  </tr> 
 </tbody> 
</table>

# 推荐系统实战案例 #

## 推荐系统架构与机器学习基础理论 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">机器学习发展历程与架构原理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t1" rel="nofollow">机器学习发展历程与架构原理</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">80/20原则与长尾效应</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t7" rel="nofollow">80/20原则与长尾效应</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">新算法上线流程与用户满意度收集策略</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t10" rel="nofollow">新算法上线流程与用户满意度收集策略</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">RMSE与MAE评价准确度</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t13" rel="nofollow">RMSE与MAE评价准确度</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">信息熵与基尼系数衡量覆盖率</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t16" rel="nofollow">信息熵与基尼系数衡量覆盖率</a></td> 
  </tr> 
  <tr> 
   <td>6</td> 
   <td align="left">多样性的度量 —— 相似度</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t20" rel="nofollow">多样性的度量 —— 相似度</a></td> 
  </tr> 
  <tr> 
   <td>7</td> 
   <td align="left">抵御行为注入攻击策略</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t21" rel="nofollow">抵御行为注入攻击策略</a></td> 
  </tr> 
 </tbody> 
</table>

## 协同过滤算法实战与优化 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">基于用户的协同过滤算法</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t25" rel="nofollow">基于用户的协同过滤算法</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">Movielens电影推荐数据分析</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t29" rel="nofollow">Movielens电影推荐数据分析</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">用户行为分析与协同过滤的变种算法</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491093#t32" rel="nofollow">用户行为分析与协同过滤的变种算法</a></td> 
  </tr> 
 </tbody> 
</table>

## 冷启动原理与项目实战 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">冷启动原理与技术原理</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t1" rel="nofollow">冷启动原理与技术原理</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">基于注册信息的冷启动推荐</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t4" rel="nofollow">基于注册信息的冷启动推荐</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">基于商品内容的冷启动推荐</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t8" rel="nofollow">基于商品内容的冷启动推荐</a></td> 
  </tr> 
 </tbody> 
</table>

## 利用标签的推荐系统 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">UGC标签系统与TagBasedIFIDF++算法</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t13" rel="nofollow">UGC标签系统与TagBasedIFIDF++算法</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">TagBasedIFIDF++中的矩阵知识</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t16" rel="nofollow">TagBasedIFIDF++中的矩阵知识</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">TagBasedIFIDF++的实现过程</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/108730797#t22" rel="nofollow">TagBasedIFIDF++的实现过程</a></td> 
  </tr> 
 </tbody> 
</table>

## 基于上下文的推荐系统 ##

<table> 
 <thead> 
  <tr> 
   <th>序号</th> 
   <th align="left">内容</th> 
   <th>链接地址</th> 
  </tr> 
 </thead> 
 <tbody> 
  <tr> 
   <td>1</td> 
   <td align="left">推荐系统上下文</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t0" rel="nofollow">推荐系统上下文</a></td> 
  </tr> 
  <tr> 
   <td>2</td> 
   <td align="left">基于时间的上下文</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t1" rel="nofollow">基于时间的上下文</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">UserCF和ItemCF的再度优化</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t3" rel="nofollow">UserCF和ItemCF的再度优化</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">项目总结</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t6" rel="nofollow">项目总结</a></td> 
  </tr> 
  <tr> 
   <td>3</td> 
   <td align="left">UserCF和ItemCF的再度优化</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t3" rel="nofollow">UserCF和ItemCF的再度优化</a></td> 
  </tr> 
  <tr> 
   <td>4</td> 
   <td align="left">项目总结</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t6" rel="nofollow">项目总结</a></td> 
  </tr> 
  <tr> 
   <td>5</td> 
   <td align="left">推荐引擎架构</td> 
   <td><a href="https://blog.csdn.net/weixin_47654912/article/details/109491115#t14" rel="nofollow">推荐引擎架构</a></td> 
  </tr> 
 </tbody> 
</table>

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Python详细知识体系总结(2021版)

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