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重庆大学机器学习课程

本仓库收录了本人在学习机器学习课程时所完成的笔记作业实验等内容。本着开源精神特地将所有原创资料整理至此,希望与所有学习这门课程的朋友一同进步。因个人能力有限难免有诸多瑕疵甚至错误,若在使用过程中发现,麻烦在Issues中提出!

资料分布说明

课程笔记

  • 本人选择网课Coursera: Machine Learning作为辅助学习,文件夹内整理了听课时所做的笔记内容。AI 届无人不晓的吴恩达讲授机器学习相关知识,对新手极其友好,把机器学习讲成 1+1=2 一样直白。这门机器学习入门课应该算得上是他的成名作之一(另一个是深度学习课程),在 Coursera 上拥有数十万的学习者(注意这是花钱买了证书的人,一个证书几百刀),白嫖学习者数量也必然是另一个数量级了。
    • Supervised Machine Learning:第一大节课程,监督学习,分为 ClassficationRegression 两类呈现。其中核心是 Class Notes 文件夹,是每节课的笔记,其余均为笔记呈现所必须的文件。(下同)
    • Advanced Learning Algorithms:第二大节课程,高级学习算法,分为Decision Tress, Neural NetworkModel Evaluation and Selection
    • Other Power Learnings:第三大节课程,其它类型的学习,分为Recommender SystemUnsupervised Learning

课程实验

  • CQU Lab:2024年春季学期重庆大学机器学习实验
    • Labx.ipynb 为核心文件,其余均为代码正常运行所需的必要文件。

课程作业

  • CQU Hw:2024年春季学期重庆大学机器学习作业

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