📚 Booklist

• Machine Leraning
• Computer Science
• Math
• Other Resources

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Machine Learning

Index	Title
1	An Introduction to Natural Language Processing(Third Edition).pdf
2	An Introduction to Statistical Learning.pdf
3	Building Machine Learning Projects with TensorFlow.pdf
4	Deep Learning Tutorial 李宏毅 Hung-yi Lee.pdf
5	Deep Learning.pdf
6	Deep Learning_cn.pdf
7	Designing.Data-Intensive.Applications.pdf
8	MLAPP original.pdf
9	Machine Learning A Probabilistic Perspective.pdf
10	Machine Learning for the Web.pdf
11	Neural Network Design.pdf
12	Neural Networks and Learning Machines (3rd Edition).pdf
13	PRML_Chinese_vision.pdf
14	Pattern Recognition and Machine Learning.pdf
15	Rules of Machine Learning Best Practices for ML Engineering.pdf
16	TensorFlow for Machine Intelligence_ A Hands-On Introduction to Learning Algorithms-Bleeding Edge Press (2016).pdf
17	The Elements of Statistical Learning.pdf
18	统计学习方法, 李航.pdf
19	数据科学实战.pdf
20	统计自然语言处理（第二版）.pdf
21	自然语言处理综论中文版.pdf
22	Reinforcement Learning An Introduction, Richard S. Sutton and Andrew G. Barto.pdf
23	Deep Reinforcement Learning Hands-On.pdf
24	Neural.Networks.Tricks.of.the.Trade.pdf
25	Statistics for Machine Learning.pdf
26	Deep Learning with PyTorch.pdf
27	An Introduction to Graphical Models, Michael I. Jordan.pdf
28	Graphical Models, Exponential Families, and Variational Inference.pdf
29	Machine Learning Algorithms.pdf
30	Deep+Learning+in+Natural+Language+Processing.pdf
31	Deep Learning with PyTorch.pdf
32	Machine Learning Yearning, Andrew Ng.pdf
33	Building Machine Learning Projects with TensorFlow.pdf
34	Bayesian Analysis with Python.pdf
35	Machine_Learning_A_Bayesian_and_Optimization_Perspective.pdf
36	TensorFlow Machine Learning Cookbook.pdf
37	What You Need to Know about Machine Learning.pdf
38	Tensorflow-internals(TensorFlow 内核剖析).pdf
39	Foundations of Data Science, Avrim Blum, John Hopcroft, and Ravindran Kannan.pdf
40	An Introduction to Probabilistic Programming.pdf
41	The Matrix Calculus You Need For Deep Learning.pdf
42	Handbook_of_Data_Visualization.pdf
43	neural-networks-deep-learning-textbook-charu aggarwal.pdf
44	Causal Inference.pdf
45	Information Theory, Inference, and Learning Algorithms.pdf

Computer Science

Index	Title
1	A Byte of Python3(中文版).pdf
2	Advanced Penetration Testing for Highly-Secured Environments Second Edition.pdf
3	Android Programming for Beginners.pdf
4	Arduino Development Cookbook.pdf
5	Building Websites with VB.NET and DotNetNuke 4.pdf
6	Creative Greenfoot.pdf
7	Flask By Example.pdf
8	Git Best Practices Guide.pdf
9	IPython Interactive Computing and Visualization Cookbook.pdf
10	Java Deep Learning Essentials.pdf
11	Learning AWS.pdf
12	Learning C# by Developing Games with Unity 5.x Second Edition.pdf
13	Learning C++ by Creating Games with UE4.pdf
14	Learning Data Mining with Python.pdf
15	Learning Java Functional Programming.pdf
16	Learning Object-Oriented Programming.pdf
17	Learning PHP 7.pdf
18	Learning Raspberry Pi.pdf
19	Learning Reactive Programming with Java 8.pdf
20	Learning Scrapy.pdf
21	Learning jQuery Fourth Edition.pdf
22	MEAN Web Development.pdf
23	Machine Learning with R Second Edition.pdf
24	Magento 2 Developer's Guide.pdf
25	Mastering C# Concurrency.pdf
26	Mastering Docker.pdf
27	Mastering Embedded Linux Programming.pdf
28	Mastering R for Quantitative Finance.pdf
29	Mastering Responsive Web Design.pdf
30	Mastering Windows PowerShell Scripting.pdf
31	Mastering Wireshark.pdf
32	Mastering matplotlib.pdf
33	Node.js Design Patterns.pdf
34	OpenCV Computer Vision with Python.pdf
35	OpenCV for Secret Agents.pdf
36	PYTHON_GAME_PROGRAMMING_BY_EXAMPLE.pdf
37	PostgreSQL 9 Administration Cookbook.pdf
38	Practical Data Science Cookbook.pdf
39	Practical DevOps.pdf
40	Practical Digital Forensics.pdf
41	Practical Linux Security Cookbook.pdf
42	Procedural Content Generation for C++ Game Development.pdf
43	Python 3 Object-oriented Programming Second Edition.pdf
44	Python Game Programming By Example.pdf
45	Python Machine Learning.pdf
46	Raspberry Pi Projects for Kids.pdf
47	Raspberry Pi for Secret Agents Second Edition.pdf
48	Scientific Computing with Python 3.pdf
49	Switching to Angular 2.pdf
50	The Game Jam Survival Guide.pdf
51	Think Python How to Think Like a Computer Scientist.pdf
52	Thinking in CSS.pdf
53	Thinking in HTML.pdf
54	Unity 5 Game Optimization.pdf
55	Unity AI Game Programming Second Edition.pdf
56	What You Need To Know About Node.js.pdf
57	What You Need to Know about Docker.pdf
58	Industrial Cybersecurity.pdf
59	What You Need to Know about Python.pdf
60	What you need to know about R.pdf
61	WordPress 4.x Complete.pdf
62	Advanced Machine Learning with Python.pdf
63	Building Business Websites with Squarespace 7.pdf
64	Docker Cookbook.pdf
65	Effective Python Penetration Testing.pdf
66	GitHub Essentials.pdf
67	Learning JavaScript Data Structures and Algorithms.pdf
68	Learning Robotics Using Python.pdf
69	Mastering Blockchain.pdf
70	OpenCV By Example.pdf
71	Raspberry Pi By Example.pdf
72	TypeScript Design Patterns.pdf
73	Unity 5.x Shaders and Effects Cookbook.pdf
74	Python GUI Programming Cookbook Second Edition.pdf
75	Mastering Embedded Linux Programming, Second Edition.pdf
76	Deep Learning with Python, François Chollet.pdf
77	Python Data Structures and Algorithms.pdf
78	Mastering Python Networking.pdf
79	Expert Delphi.pdf
80	Modern Python Cookbook.pdf
81	Doing Bayesian Data Analysis.pdf
82	Foundations of Data Science.pdf
83	Foundations of Computer Science.pdf
84	Vue.js 2 Cookbook.pdf
85	算法图解.pdf
86	Algorithhms 4th Edition by Robert Sedgewick, Kevin Wayne.pdf
87	Cracking the Coding Interview, 4 Edition, 150 Programming Interview Questions and Solutions.pdf
88	编程之美——微软技术面试心得.pdf
89	Vulkan Cookbook.pdf
90	Building Microservices with Go.pdf
91	Python for Finance.pdf
92	Docker on Windows.pdf
93	Mastering Kubernetes.pdf
94	Python Web Scraping.pdf
95	ROS Robotics Projects.pdf
96	Mastering PHP 7.pdf
97	Learning Concurrency in Python.pdf
98	Progressive Web Apps with React.pdf
99	Pandas Cookbook.pdf
100	Kali Linux - An Ethical Hacker's Cookbook.pdf
101	Augmented Reality for Developers.pdf
102	Architecting Modern Java EE Applications.pdf
103	Modern R Programming Cookbook.pdf
104	Python for Everybody.pdf
105	Mastering Swift 4 Fourth Edition.pdf
106	Mastering OpenCV 3 Second Edition.pdf
107	Computer Vision－Principles,Algorithms,Applications,Learning,5ed.pdf
108	Algorithms, Jeff Erickson.pdf
109	Linux 就该这么学.pdf

Math

Index	Title
1	Calculus I,II,III
2	Devore - Probability and Statistics (第7版及完整答案)
3	卓里奇 数学分析
4	An Introduction to Optimization 4th edition solution manual.pdf
5	An Introduction to Optimization.pdf
6	An Introduction to Probability Theory and Its Applications, Vol. 1, 3rd Edition(不清晰).pdf
7	An Introduction to Optimization, 4th Edition.pdf
8	Basic Classes of Linear Operators.pdf
9	Convex Optimization,Stephen Boyd,Lieven Vandenberghe.pdf
10	Convex Optimization_ Algorithms and Complexity.pdf
11	Erwin Kreyszig Introductory functional analysis with applications.pdf
12	FUNCTIONAL ANALYSIS NOTES.pdf
13	Foundations of Modern Probability - Olav Kallenberg.pdf
14	Introduction to Hilbert spaces with applications-Lokenath Debnath, Piotr Mikusinski.pdf
15	Introduction to Linear Algebra 4th Edition.PDF
16	Linear Algebra and Its Applications (Peter Lax) 2nd Ed.pdf
17	Linear algebra done right, 3rd Edition, 2015.pdf
18	Linear_Algebra_and_Its_Applications_5th.pdf
19	Lokenath Debnath, Piotr Mikusinski Introduction to Hilbert spaces with applications.pdf
20	Numerical_Optimization.pdf
21	WilliamFeller-An IntroductionTo Probability Theory And Its Applications.VolII.pdf
22	常用不等式 匡继昌 第三版.pdf
23	数学分析中的典型问题和方法（第2版）裴礼文.pdf
24	数学分析习题集(第3版)-[俄]Б.П.吉米多维奇-高等教育出版社-1953.pdf
25	美国大学微积分教材James Stewart课本以及习题解.pdf
26	Abstract algebra--The Basic Graduate Year, Robert B. Ash.pdf
27	Complex Analysis,Christian Berg,2012.pdf
28	Probability - Theory and Examples, Rick Durrett, Edition 4.1.pdf
29	Probability and Random Processes 3rd Edition, Geoffrey Grimmett David Stirzaker.pdf
30	Probability and Random Processes,Venkatarama Krishnan.pdf
31	Probability and Random Processes.pdf
32	Topology,James Munkres, 2nd ed.pdf
33	概率论与数理统计（陈希孺）.pdf
34	概率论与数理统计(茆诗松).pdf
35	Blitzstein J.K., Hwang J.-Introduction to Probability-CRC (2015).pdf
36	Introduction to Mathematical Statistics _7th .pdf
37	Probability and Statistics-Morris H.Degroot, 4th Edition.pdf
38	Probability theory the logic of science-概率论沉思录.pdf
39	凸优化_Stephen_Boyd(王书宁翻译).pdf
40	Introduction to Probability, Charles M. Grinstead & J. Laurie Snell.pdf
41	概率论基础教程_(美)Sheldon.M.Ross.pdf
42	A FIRST COURSE IN PROBABILITY.pdf

Other Resources

Index	Title
1	Asking the Right Questions (11th Edition) .pdf
2	Beyond Feelings (A Guide to Critical Thinking).pdf
3	Beyond Feelings中文版.pdf
4	LaTeX Beginner's Guide.pdf
5	Word.Power.Made.Easy.[Norman.Lewis].scanned and bookmarked.pdf
6	latexshort-cn.pdf
7	图像处理、分析与机器视觉（第三版）.pdf
8	艾格纳-齐格勒 - 数学天书中的证明(第三版).pdf