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李宏毅2021/2022春季机器学习课程课件及作业

BILIBILI


重磅须知

2022仅在2021基础上进行小补充,2021内容变成了前置知识,UP会在视频标题打上2022的标签;

ppt/pdf支持直链下载。

更新日志

日期 项目
2021/03/16 更新HW1、HW2,同步更新助教范例
2021/03/26 更新HW3、HW4课件、代码、范例;release页发布HW1-HW4数据
2021/04/01 更新选修内容To Learn More,基本是李老师今年不打算讲而以前讲过的知识点(旧视频)
2021/04/09 更新GAN 及 HW05
2021/04/16 更新Self-Supervised Learning 及 HW06
2021/04/30 更新Explainable AI&Adversarial Attack 及 HW07&HW08
2021/05/06 更新Domain Adaptation 及 HW09&HW10
2021/05/21 更新RL 及 HW11
2021/05/28 更新Quantum ML
2021/06/04 更新Life-Long&Compression 及 HW12
2021/06/11 更新Meta Learning 及 HW13&HW14
2021/06/18 更新HW15,随着李老师课程结语视频上传,2021机器学习基本结束啦
2021/12/20 更新Github排版,删除repo中的ppt/pdf直接提供下载链接,总资料放入百度云盘-提取码:sv1i
2022/02/17 2022春季机器学习课程仅在21基础上进行小补充,UP同步更新官网补充内容
2022/02/21 更新Lecture 1:Introductionof Deep Learning补充内容,Github排版大更新

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名称 项目
2021课程主页 李宏毅2021春季机器学习
2022课程主页 李宏毅2022春季机器学习
B站视频合集 (强推)李宏毅2021春机器学习课程
2021视频及资料目录 链接
2022视频及资料目录 链接

章节 2021前置知识 2022补充 选修 作业
Lecture 1 (上)机器学习基本概念简介
(下)机器学习基本概念简介
Video:
2022-机器学习相关规定
2022-Colab教学
2022-Pytorch Tutorial 1
2022-Pytorch Tutorial 2

PDF:
Rules
Chinese class course intro
Pytorch Tutorial 1
Pytorch Tutorial 2
Colab Tutorial
Environment Setup
深度学习简介
反向传播
预测-宝可梦
分类-宝可梦
逻辑回归
Video
Slide
Code
Submission

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