Giter Club home page Giter Club logo

recommendation-system-practice-notes's Introduction

《推荐系统实践》读书笔记

  项亮的《推荐系统实践》是推荐系统领域的经典入门教材之一。
  本书系统阐述了和推荐系统有关的理论基础,介绍了评价推荐系统优劣的各种标准(比如覆盖率、满意度)和方法(比如AB测试),总结了当今互联网领域中各种和推荐有关的产品和服务,并给出了设计和实现推荐系统的方法与技巧,解答了在真实场景中应用推荐技术时最常遇到的一些问题。

使用说明

  1. 本笔记是搭配《推荐系统实践》一书来阅读。
  2. 本笔记将书中大部分的代码都实现了一遍,包括很多书中的数据可视化的图。
  3. 相关资料下载地址:

注:

  1. 在pycharm下,需要将src目录设置成Sources Root,因为很多程序都需要读取数据文件,为方便小伙伴们不同的项目路径,采用统一的Sources Root路径。
  2. 第2章的程序需要消耗很大的内存,如果不耐烦的小伙伴,可以将模型文件夹下的文件拷贝到src/main/chapter2/store目录下。

在线阅读地址

在线阅读地址:https://relph1119.github.io/recommendation-system-practice-notes

选用的《推荐系统实践》版本

书名:推荐系统实践
作者:项亮
出版社:人民邮电出版社
版次:2012年6月第1版

项目结构

docs---------------------------------------在线读书笔记
notes--------------------------------------JupyterNotebook格式读书笔记
src----------------------------------------项目代码
+---data-----------------------------------数据集
+---main-----------------------------------算法代码
+---test-----------------------------------测试用例代码

主要贡献者(按首字母排名)

@胡锐锋-天国之影-Relph

打包下载

阅读笔记PDF下载地址:https://share.weiyun.com/5vgb0wm

参考资料

[1] https://github.com/qcymkxyc/RecSys
[2] https://github.com/Magic-Bubble/RecommendSystemPractice

LICENSE

GNU General Public License v3.0

recommendation-system-practice-notes's People

Contributors

relph1119 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.