Book List

Table of Contents

1. Data Science

1.1 Natural Language Processing

1.2 Deep Learning

1.3 Machine Learning

1.3.1 Interpretable Machine Learning

1.4 Data Visualization

1.5 Data Mining

1.6 Bioinformatics & Cheminformatics

1.7 Graph Neural Networks & Graph relates

2. Mathematics

2.1 Computer Science

2.1.1 Algorithms and Data Structures

2.1.2 Computer Programming

2.2 Statistics

2.3 Artificial Intelligence

2.4 Optimization Theories

3. Other Sciences

3.1 Physical Chemistry

3.2 Organic Chemistry

3.3 Medicinal Chemistry

3.4 Physics

3.4.1 Quantum Physics

3.5 Biochemistry

3.6 Quantum Chemistry

4. Literatures

4.1 Historic Literatures

4.2 Scientific Fictions

5. Politics & Social Science

5.1 Government

5.2 Nations

5.3 Political Philosophy

6. Personal Development

6.1 MBTI

6.2 Objective and Key Results (OKR)

7. Drug Discovery

Contents:

2.Mathematics

Title	Author(s)	Edition	Link
Mathematics: A Very Short Introduction	Timothy Gowers	1st	Telegram Link
Mathematics for Machine Learning	Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong	1st	Telegram Link
Mathematical Methods in the Physical Sciences	Mary L. Boas	3rd	Telegram Link (Book) Telegram Link (Practice Answers)

2.1 Computer Science

2.1.1 Algorithms and Data Structures

Title	Author(s)	Edition	Link
Introduction to Algorithms	Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, Clifford Stein	3rd	Telegram Link
labuladong的算法小抄	labuladong	OnlinePage	Link Telegram Link
LeetCode 101: A LeetCode Grinding Guide (C++ Version)	高畅 Chang Gao	正式版 1.00	Telegram Link
剑指Offer:名企面试官精讲典型编程题	何海涛	1st	Telegram Link
剑指Offer:名企面试官精讲典型编程题	何海涛	2nd	Telegram Link
The Algorithm Design Manual	Steven S S. Skiena	2nd, 3rd	Telegram Link(2nd), Telegram Link(3rd)

2.1.2 Computer Programming

Title	Author(s)	Edition	Link
The Art of Computer Programming: Volume 1 - Fundamental Algorithms	Donald E. Knuth	3rd Edition	Telegram Link
The Art of Computer Programming: Volume 2 - Seminumerical Algorithms	Donald E. Knuth	2nd	Telegram Link
The Pragmatic Programmer: Your Journey To Mastery	David Thomas, Andrew Hunt	20th Anniversary Edition (2nd)	Telegram Link

2.2 Statistics

Title	Author(s)	Edition	Link
Naked Statistics: Stripping the Dread from the Data	Charles Wheelan	1st	Telegram Link

2.3 Artificial Intelligence

Title	Author(s)	Edition	Link
Artificial Intelligence: A Modern Approach	Stuart Russell, Peter Norvig	4th	Telegram Link

2.4 Optimization Theories

Title	Author(s)	Edition	Link
Convex Optimization	Stephen Boyd, Lieven Vandenberghe	1st	Telegram Link

3. Other Sciences

3.1 Physical Chemistry

Title	Author(s)	Edition	Link
Physical Chemistry: A Very Short Introduction	Peter Atkins	Illustrated Edition	Telegram Link

3.2 Organic Chemistry

Title	Author(s)	Edition	Link
Organic Chemistry: Structure and Function	K. Peter C. Vollhardt, Neil E. Schore	6th & 8th	Telegram Link Telegram Link
Organic Chemistry: A Very Short Introduction	Graham Patrick		Telegram Link

3.3 Medicinal Chemistry

Title	Author(s)	Edition	Link
Medicinal Chemistry: A Look at How Drugs Are Discovered	A. K. Ganguly, Sesha Sridevi Alluri	1st Edition	Telegram Link

3.4 Physics

3.4.1 Quantum Physics

Title	Author(s)	Edition	Link
Quantum Mechanics for Scientists and Engineers	David A. B. Miller	1st	Book link(available at 23.03.2022)

3.5 Biochemistry

Title	Author(s)	Edition	Link
Biochemistry: A Very Short Introduction	Mark Lorch		Telegram Link

3.6 Quantum Chemistry

Title	Author(s)	Edition	Link
Understanding Molecular Simulation: From Algorithms to Applications(中译本)	Daan Frenkel, Berend Smit	2nd	Telegram Link

4. Literatures

4.1 Historic Literatures

Title	Author(s)	Edition	Link
All Quiet on the Western Front - 西線無戰事	Erich Maria Remarque, A W. Wheen (Translator), 朱雯(譯者)	Mass Market Paperback	Telegram Link

4.2 Scientific Fictions

Title	Author(s)	Edition	Link
Dune	Frank Herbert		Telegram Link

5. Politics & Social Science

5.1 Government

Title	Author(s)	Edition	Link
Wars, Guns, and Votes: Democracy in Dangerous Places	Paul Collier		Telegram Link

5.2 Nations

Title	Author(s)	Edition	Link
Modern China: A Very Short Introduction	Rana Mitter	2nd	Telegram Link
Migrations And Cultures: A World View	Thomas Sowell	Paperback	Telegram Link

5.3 Political Philosophy

Title	Author(s)	Edition	Link
Political Philosophy: A Very Short Introduction	David Miller	1st Edition	Telegram Link
民主的细节：美国当代政治观察随笔	刘瑜	1st	Telegram Link

6. Personal Development

Title	Author(s)	Edition	Link
How to Read a Book: The Classic Guide to Intelligent Reading	Mortimer J. Adler, Charles Van Doren	PaperBack	Telegram Link
The Meaning of Life: A Very Short Introduction	Terry Eagleton	Paperback	Telegram Link
Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones	James Clear	Paperback	Telegram Link
Deep Work: Rules for Focused Success in a Distracted World	Cal Newport		Telegram Link

6.1 MBTI

Title	Author(s)	Edition	Link
INTJ - Architect (16 Personalities premium profiles)	16 Personalities		Telegram Link

6.2 Objective and Key Results (OKR)

Title	Author(s)	Edition	Link
Radical Focus: Achieving Your Most Important Goals with Objectives and Key Results	Christina R Wodtke	2nd	Telegram Link

7. Drug Discovery

Title	Author(s)	Edition	Link
Drugs: A Very Short Introduction	Les Iversen	2nd	Telegram Link