📚 awesome algorithm books I've collected 【不定期更新】 搜集整理的算法书籍（经典算法、ML/DL算法、面试算法、比赛算法等）
# awesome algorithm books
Some awesome algorithm books I collected.

[不断更新中] 搜集整理的算法书籍（经典算法、ML/DL算法、面试算法、比赛算法等） 

> 目录：（目录更新有延迟，全部书籍还请看具体文件夹）
- [awesome algorithm books](#awesome-algorithm-books)
  - [classic algorithms: 经典算法](#classic-algorithms-经典算法)
  - [ML and DL algorithms: 机器学习与深度学习算法](#ml-and-dl-algorithms-机器学习与深度学习算法)
  - [algorithms for interview: 面试算法](#algorithms-for-interview-面试算法)
  - [algorithms for competition: 竞赛算法](#algorithms-for-competition-竞赛算法)


## [classic algorithms: 经典算法](https://github.com/bat67/awesome-algorithm-books/tree/master/classic%20algorithms)

* A Common-Sense Guide to Data Structures and Algorithms - Level Up Your Core Programming Skills.epub
* Algorithms in a Nutshell.epub
* Algorithms to Live By - Brian Christian.epub
* Algorithms Unlocked - Thomas H. Cormen.epub
* C++数值算法.pdf
* C数值算法.pdf
* Data Structures and Algorithm Analysis Edition 3.2 (Java Version).pdf
* Data Structures and Algorithms in Python - 2013.pdf
* Data Structures and Algorithms Using Python - 2011.pdf
* Everyday Data Structures - A practical guide to learning data structures simply and easily.epub
* Fundamentals of Python - Data Structures - 2014.pdf
* Introduction to Algorithms - Third Edition.pdf
* Java数据结构和算法.（第二版）.pdf
* PHP 7 Data Structures and Algorithms.azw3
* Problem Solving with Algorithms and Data Structures Release 3.0 - 2013.pdf
* Python Algorithms, 2nd Edition 2014.pdf
* 《啊哈！算法》.pdf
* 大话数据结构.pdf
* 数据结构与算法分析C++描述.pdf
* 数据结构与算法分析：C语言描述（第2版）.pdf
* 算法图解 - [美] Aditya Bhargava.epub
* 算法图解 - [美] Aditya Bhargava.pdf
* 算法导论（第2版）.pdf
* 算法帝国.克里斯托弗·斯坦纳.epub
* 算法心得 高效算法的奥秘 原书第2版.pdf
* 算法心得：高效算法的奥秘（第2版）.pdf
* 算法精解：C语言描述 (O'Reilly精品图书系列) - (美)Kyle Loudon.mobi
* 算法设计与分析_算法导论（中文版第二版）.pdf
* 算法设计与分析（第3版）.pdf
* 经典算法大全.pdf

## [ML and DL algorithms: 机器学习与深度学习算法](https://github.com/bat67/awesome-algorithm-books/tree/master/ML%20and%20DL%20algorithms)

* 21个项目玩转深度学习：基于TensorFlow的实践详解.pdf
* Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
* DATA MINING AND ANALYSIS (数据挖掘与分析).pdf
* data mining guide.pdf
* prml-errata-1st-20110921.pdf
* prml-errata-2nd-20110921.pdf
* prml-errata-3rd-20110921.pdf
* prml-slides-1.pdf
* prml-slides-2.pdf
* prml-slides-3.pdf
* prml-slides-8.pdf
* prml-web-sol-2009-09-08.pdf
* Python数据分析与挖掘实战.pdf
* TensorFlow Machine Learning Cookbook.pdf
* TensorFlow实战_黄文坚（完整）.pdf
* The Master Algorithm - Pedro Domingos.epub
* 动⼿学深度学习.pdf
* 推荐系统实践.pdf
* 机器学习从认知到实践(第2辑)(套装共3册,Python+TensorFlow)（异步图书）.epub
* 机器学习实战高清.pdf
* 机器学习导论.pdf
* 机器学习系统设计(图灵程序设计丛书).epub
* 梯度下降.pdf
* 深度学习Deep Learning.pdf
* 百面机器学习.pdf
* 神经网络原理.pdf
* 神经网络和深度学习.pdf
* 统计学习方法-李航.pdf
* 统计学习方法李航.pdf
* 集体智慧编程-python算法应用.pdf

## [algorithms for interview: 面试算法](https://github.com/bat67/awesome-algorithm-books/tree/master/interview)

* Algorithmic Puzzles.pdf
* LeetCode 题解-cpp.pdf
* 剑指offer名企面试官精讲典型编程题.pdf
* 算法珠玑 algorithm-essentials-cpp.pdf
* 算法珠玑 algorithm-essentials-java.pdf
* 编程之法：面试和算法心得.mobi
* 编程之美：微软技术面试心得.pdf
* 编程珠玑（第2版）.pdf

## [algorithms for competition: 竞赛算法](https://github.com/bat67/awesome-algorithm-books/tree/master/competition)

* ACM-ICPC_Cheat_Sheet.pdf
* Stanford_University_ICPC_Team_Notebook.pdf
* theoretical_computer_science_cheat_sheet.pdf