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CC-BY-SA-4.0

Fun-Rec

本教程主要是针对具有机器学习基础并想找推荐算法岗位的同学,由推荐算法基础、推荐算法入门赛、新闻推荐项目及推荐算法面经组成,形成了一个完整的从基础到实战再到面试的闭环。主要分为三个阶段,分别是推荐系统基础、推荐系统进阶和推荐算法面经,每个阶段的具体内容如下:

  • 推荐系统基础,这部分内容包括机器学习基础(建议系统学习机器学习基础,这里只是简单介绍)、经典推荐算法及深度推荐模型(深度推荐模型也会不定时更新一些比较新的模型)。这部分内容使用tensorflow实现了所有模型。
  • 推荐系统实战,这部分内容主要是推荐系统的实战内容,包含推荐系统竞赛实战和新闻推荐系统的实践。其中推荐系统竞赛实战是结合阿里天池上的新闻推荐入门赛做的相关内容。新闻推荐系统实践是实现一个具有前后端交互及整个推荐链路的项目,该项目是一个新闻推荐系统的demo没有实际的商业化价值,也就是使用现有的一些技术实现了推荐的整个流程,具体细节可以参考下面的目录。
  • 推荐系统面经,这里会将推荐算法工程师面试过程中常考的一些基础知识、热门技术等面经进行整理,方便同学在有了一定推荐算法基础之后去面试,因为对于初学者来说只有在公司实习学到的东西才是最有价值的。

项目在Datawhale的组队学习过程中不断的迭代和优化,通过大家的反馈来修正或者补充相关的内容,如果对项目内容设计有更好的意见欢迎给我们反馈。为了方便学习和交流,建了一个fun-rec微信交流群,由于微信群的二维码只有7天内有效,所以直接加下面这个微信,备注:Fun-Rec,会被拉到Fun-Rec交流群

内容导航

备注

2.1 竞赛实践(天池入门赛-新闻推荐)

image-20211213165802957 image-20211213165847593

2.2 新闻推荐系统实践前端展示和后端逻辑(项目没有任何商用价值仅供入门者学习)

image-20211205142026937 Fun-Rec新闻推荐系统

致谢

成员 个人简介及贡献 个人主页
罗如意 Datawhale成员,西安电子科技大学硕士,项目负责人, 核心贡献者 Github
吴忠强 Datawhale成员,东北大学硕士,CSDN博客专家,核心贡献者 CSDN
何世福 Datawhale成员,算法工程师,参与项目早期的内容审核
徐何军 Datawhale成员,算法工程师,参与项目早期的内容审核
李万业 Datawhale成员,同济大学硕士,新闻推荐入门赛贡献部分内容
陈琰钰 Datawhale成员,清华大学硕士,新闻推荐入门赛贡献部分内容
陈锴 Datawhale成员,中山大学本科,推荐算法基础贡献部分内容
梁家晖 Datawhale成员,公众号:可能好玩,基础推荐算法贡献部分内容
王贺 Datawhale成员,算法工程师,新闻推荐入门赛赛题设计者 鱼遇雨欲语与余
宁彦吉 Datawhale成员,算法工程师,深度推荐模型章节贡献部分内容
田雨 Datawhale成员,武汉大学硕士,深度推荐模型章节贡献部分内容
赖敏材 Datawhale成员,上海科技大学硕士,深度模型及面经贡献部分内容
汪志鸿 Datawhale意向成员,东北大学硕士,新闻推荐系统实践贡献部分内容
王辰玥 Datawhale意向成员,中国地质大学,新闻推荐系统实践前端负责人
唐鑫 Datawhale意向成员,西安电子科技大学硕士,机器学习基础贡献部分内容
宋禹成 Datawhale意向成员,东北大学硕士,新闻推荐系统贡献部分内容

感谢Datawhale成员刘雯静、吕豪杰及意向成员张汉隆、吴丹飞、王云川、肖桐、管柯琴、陈雨龙和宋禹成等人在开源项目组队学习中担任助教时的辛苦付出!

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简介

本推荐算法教程主要是针对具有机器学习基础并想找推荐算法岗位的同学,教程由推荐算法基础、推荐算法入门赛、新闻推荐项目及推荐算法面经组成,形成了一个完整的从基础到实战再到面试的闭环。 展开 收起
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