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国外名校 计算机相关领域课程 推荐教材

Python 100.00%
books recommendation computer science education famous college

python-spider-for-cs-books's Introduction

爬取 名校计算机课程 推荐教材,以及领域内 专家推荐 书籍

网站:https://www.doradolist.com/main.html

整个项目的流程

  1. 运行 books_page.py 获取推荐书籍的页面链接
  2. 运行 book_info.py 获取单本书籍的属性信息
  3. 运行 downloader.py 使用 IP 代理池,下载书籍,目前搞不定,手动下载算了,网站: Electronic library. Download books free. Finding books (1lib.org) (网站有多个域名可访问)

书籍 封面 推荐次数( >= 10) 用作 推荐教材 的大学
Elements of Information Theory 18 Stanford, MIT, U of T, Princeton, CMU, EPFL
Pattern Recognition and Machine Learning 17 U of T, Princeton, Harvard, UCLA, USC, Oxford, Cambridge, CMU, EPFL
Introduction to Algorithms 16 Stanford, MIT, Berkeley, Caltech, U of T, USC, Oxford, Cambridge, CMU, EPFL
The Elements of Statistical Learning 15 Stanford, MIT, U of T, Princeton, UCLA, USC, Oxford, EPFL
Signals and Systems 13 Stanford, MIT, Berkeley, Caltech, U of T, Princeton, Oxford, CMU, EPFL
Introduction to the Theory of Computation 13 Stanford, MIT, Berkeley, Caltech, U of T, Harvard, Oxford, Cambridge, CMU, EPFL
Speech and Language Processing 11 Stanford, MIT, U of T, Princeton, USC, Cambridge, EPFL
Wireless Communications 10 Stanford, MIT
Pattern Classification 10 Stanford, MIT, UCLA, USC
Introduction to Probability 10 Stanford, MIT, Berkeley, U of T, Princeton, UCLA, EPFL
Deep Learning 10 Stanford, U of T, Princeton, Harvard, Oxford, CMU, EPFL

完整榜单,complete_list.md

注: *.db 可用DB Browser for SQLite 打开;爬取的书籍仅涉及部分领域;

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