Code Monkey home page Code Monkey logo

cs420's Introduction

上海交通大学CS420机器学习课学习资源与笔记

课程介绍

本课程提供机器学习的入门基础讲解,让学生能够较为全面地了解机器学习这门学科的各类问题和方法论,包括监督学习\无监督学习(涵盖绝大部分预测类应用,例如推荐系统、图像识别、网页排序等等)和强化学习(涵盖所有决策类应用,例如下围棋、无人驾驶、广告出价、智能选股等等)。此外,本课程强调学生的动手能力,要求学生通过编写机器学习的程序完成智能任务,并鼓励学生不断改善模型和代码实现从而提高机器的效能。

导师介绍

张伟楠,上海交通大学助理教授、博士生导师

视频资源

学习资源贡献原则

  • 每个知识点有一个单独的学习资源文档,参考人工智能-学习资源
  • 每条学习资源都是一个链接
  • 每一个链接的Markdown格式为 - [Title](link)
  • 请确保Title包含描述该资源的必要信息
  • 每添加一个链接都请创建一个Pull Request
  • 请确保资源的质量,若半数管理员同意添加,则PR会被合并
  • 添加新资源时请先搜索检查避免重复
  • 如果有必要,欢迎添加新分类

笔记贡献原则

  • 每个知识点有一个单独的笔记文档
  • 笔记采用带公式拓展的Markdown格式
  • 新内容请在现有笔记基础上添加,如有必要可以调整结构
  • 请为笔记内容的更新创建一个Pull Request
  • 请保证笔记的质量,若半数管理员同意添加,则PR会被合并

Latex版本

感谢 @yujie6 提供Latex版本笔记 note.pdf,使用xelatex编译

cs420's People

Contributors

gaoyi-byte avatar yujie6 avatar zhc134 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  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  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  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.