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Mathematics · Computer Science · Statistical Science · Machine Learning
1.
Abstract Algebra
by:
David S. Dummit
4.19 avg rating — 700 ratings
2.
Linear Algebra Done Right
by:
Sheldon Axler
4.38 avg rating — 1,232 ratings
3.
Principles of Mathematical Analysis
by:
Walter Rudin
4.27 avg rating — 1,871 ratings
4.
Linear Algebra and Its Applications
by:
Gilbert Strang
4.29 avg rating — 1,170 ratings
5.
Real and Complex Analysis (Higher Mathematics Series)
by:
Walter Rudin
4.29 avg rating — 455 ratings
6.
The Princeton Companion to Mathematics
by:
Timothy Gowers
4.41 avg rating — 1,653 ratings
7.
A Book of Abstract Algebra
by:
Charles C. Pinter
4.36 avg rating — 553 ratings
8.
Calculus
by:
Michael Spivak
4.52 avg rating — 982 ratings
9.
Visual Complex Analysis
by:
Tristan Needham
4.48 avg rating — 509 ratings
10.
How to Prove It: A Structured Approach
by:
Daniel J. Velleman
4.29 avg rating — 961 ratings
11.
Euclid's Elements
by:
Euclid
4.32 avg rating — 3,331 ratings
12.
The Art of Statistics: Learning from Data
by:
David Spiegelhalter
4.16 avg rating — 5,372 ratings
13.
Understanding Analysis
by:
Stephen Abbott
4.48 avg rating — 438 ratings
14.
An Introduction To The Theory Of Numbers
by:
G.H. Hardy
4.34 avg rating — 208 ratings
15.
Gödel's Proof
by:
James R. Newman
4.19 avg rating — 5,500 ratings
16.
Topology (Pearson Modern Classics Series)
by:
James R. Munkres
4.30 avg rating — 1,216 ratings
16.
How to Solve It : A New Aspect of Mathematical Method
by:
George Pólya
4.13 avg rating — 5,046 ratings
18.
Concrete Mathematics: A Foundation for Computer Science
by:
Ronald Graham
4.34 avg rating — 1,857 ratings
19.
Introductory Functional Analysis with Applications
by:
Erwin Kreyszig
4.28 avg rating — 250 ratings
20.
The C Programming Language
by:
Brian W. Kernighan
4.44 avg rating — 11,167 ratings
21.
Conceptual Mathematics: A First Introduction to Categories
by:
F. William Lawvere
4.32 avg rating — 195 ratings
22.
What Is Mathematics? An Elementary Approach to Ideas and Methods
by:
Richard Courant
4.25 avg rating — 2,015 ratings
23.
Introduction to Linear Algebra (Gilbert Strang, 2)
by:
Gilbert Strang
4.24 avg rating — 689 ratings
24.
The Fractal Geometry of Nature
by:
Benoît B. Mandelbrot
4.23 avg rating — 1,276 ratings
25.
Algebraic Topology
by:
Allen Hatcher
4.12 avg rating — 341 ratings
26.
Naive Set Theory
by:
Paul R. Halmos
4.23 avg rating — 612 ratings
27.
Contemporary Abstract Algebra
by:
Joseph A. Gallian
4.05 avg rating — 448 ratings
28.
Mathematics: A Very Short Introduction
by:
Timothy Gowers
3.86 avg rating — 1,880 ratings
29.
Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering
by:
Steven H. Strogatz
4.38 avg rating — 1,511 ratings
30.
Proofs from THE BOOK
by:
Martin Aigner
4.40 avg rating — 857 ratings
31.
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
by:
Trevor Hastie
4.43 avg rating — 1,867 ratings
32.
Structure and Interpretation of Computer Programs
by:
Harold Abelson
4.47 avg rating — 4,821 ratings
33.
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
by:
Martin Kleppmann
4.70 avg rating — 9,977 ratings
34.
Introduction to Algorithms
by:
Thomas H. Cormen
4.35 avg rating — 9,239 ratings
35.
An Introduction to Statistical Learning: with Applications in R
by:
Gareth James
4.59 avg rating — 2,296 ratings
36.
Calculus on Manifolds: A Modern Approach to Classical Theorems of Advanced Calculus
by:
Michael Spivak
4.21 avg rating — 363 ratings
37.
The Pragmatic Programmer: Your Journey to Mastery
by:
Dave Thomas
4.33 avg rating — 23,512 ratings
38.
Algebra
by:
Michael Artin
4.11 avg rating — 292 ratings
39.
Algebra
by:
Thomas W. Hungerford
4.10 avg rating — 123 ratings
40.
The Algorithm Design Manual
by:
Steven S. Skiena
4.34 avg rating — 2,669 ratings
41.
Artificial Intelligence: A Modern Approach (Pearson Series in Artifical Intelligence)
by:
Stuart Russell
4.20 avg rating — 4,386 ratings
42.
Human Compatible: AI and the Problem of Control
by:
Stuart Russell
4.05 avg rating — 4,711 ratings
43.
Pattern Recognition and Machine Learning
by:
Christopher M. Bishop
4.32 avg rating — 1,882 ratings
44.
Deep Learning
by:
Ian Goodfellow
4.44 avg rating — 2,067 ratings
44.
Algebra (Graduate Texts in Mathematics, 211)
by:
Serge Lang
4.10 avg rating — 211 ratings
46.
Mathematics and Its History
by:
John Stillwell
4.33 avg rating — 210 ratings
47.
Learn You a Haskell for Great Good!: A Beginner's Guide
by:
Miran Lipovača
4.30 avg rating — 2,368 ratings
48.
Cracking the Coding Interview: 189 Programming Questions and Solutions
by:
Gayle Laakmann McDowell
4.33 avg rating — 6,875 ratings
49.
the Art of Problem Solving, Volume 2: and Beyond
by:
Richard Rusczyk
4.58 avg rating — 120 ratings
50.
Book of Proof
by:
Richard Hammack
4.50 avg rating — 323 ratings
51.
The Art of Problem Solving, Volume 1: The Basics
by:
Sandor Lehoczky
4.36 avg rating — 247 ratings
52.
Mathematics: Its Content, Methods and Meaning (3 Volumes in One) (Dover Books on Mathematics)
by:
A.D. Aleksandrov
4.42 avg rating — 234 ratings
53.
Introduction to the Theory of Computation
by:
Michael Sipser
4.24 avg rating — 2,091 ratings
54.
The C++ Programming Language
by:
Bjarne Stroustrup
4.10 avg rating — 4,014 ratings
55.
Algorithms
by:
Robert Sedgewick
4.42 avg rating — 1,814 ratings
56.
The Art of Computer Programming, Volume 1: Fundamental Algorithms
by:
Donald Ervin Knuth
4.38 avg rating — 1,884 ratings
57.
Algebraic Geometry (Graduate Texts in Mathematics, 52)
by:
Robin Hartshorne
4.21 avg rating — 140 ratings
58.
Compilers: Principles, Techniques, and Tools
by:
Alfred V. Aho
4.10 avg rating — 3,005 ratings
59.
A First Course in Abstract Algebra
by:
John B. Fraleigh
3.96 avg rating — 348 ratings
60.
The Shape of Space (Textbooks in Mathematics)
by:
Jeffrey R. Weeks
4.33 avg rating — 9 ratings
61.
Topics in Algebra
by:
I.N. Herstein
4.18 avg rating — 188 ratings
62.
The UNIX Programming Environment
by:
Brian W. Kernighan
4.24 avg rating — 1,308 ratings
63.
Algebra
by:
Israel M. Gelfand
4.43 avg rating — 126 ratings
64.
The Little Schemer
by:
Daniel P. Friedman
4.29 avg rating — 1,978 ratings
65.
Programming in Scala, Third Edition
by:
Martin Odersky
4.22 avg rating — 1,660 ratings
66.
Convex Optimization
by:
Stephen Boyd
4.48 avg rating — 343 ratings
67.
Introduction to Real Analysis
by:
Robert G. Bartle
3.98 avg rating — 308 ratings
68.
Functional Programming in Scala
by:
Rúnar Bjarnason
4.42 avg rating — 748 ratings
69.
Mathematical Analysis
by:
Tom M. Apostol
4.07 avg rating — 164 ratings
70.
The Elements Of Computing Systems: Building A Modern Computer From First Principles
by:
Noam Nisan
4.54 avg rating — 932 ratings
71.
Computer Networking: A Top-Down Approach
by:
James F. Kurose
4.07 avg rating — 2,215 ratings
71.
The Mathematical Theory of Communication
by:
Claude Shannon
4.38 avg rating — 678 ratings
73.
Modern Operating Systems
by:
Andrew S. Tanenbaum
4.15 avg rating — 2,179 ratings
74.
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning series)
by:
Richard S. Sutton
4.54 avg rating — 793 ratings
75.
The Hundred-Page Machine Learning Book
by:
Andriy Burkov
4.25 avg rating — 1,377 ratings
76.
Thinking In Systems: A Primer
by:
Donella H. Meadows
4.19 avg rating — 20,776 ratings
77.
Machine Learning: A Probabilistic Perspective
by:
Kevin P. Murphy
4.34 avg rating — 520 ratings
78.
Bayesian Data Analysis
by:
Professor in the Department of Statistics Andrew Gelman
4.21 avg rating — 537 ratings
79.
Complexity: A Guided Tour
by:
Melanie Mitchell
4.11 avg rating — 3,426 ratings
80.
Fluent Python: Clear, Concise, and Effective Programming
by:
Luciano Ramalho
4.62 avg rating — 1,720 ratings
81.
Probability Theory: The Logic of Science
by:
E.T. Jaynes
4.41 avg rating — 648 ratings
82.
Introduction to Automata Theory, Languages, and Computation
by:
John E. Hopcroft
4.05 avg rating — 667 ratings
83.
Information Theory, Inference, and Learning Algorithms
by:
David J.C. MacKay
4.52 avg rating — 481 ratings
83.
Human Compatible: Artificial Intelligence and the Problem of Control
by:
Stuart Russell
4.05 avg rating — 4,711 ratings
85.
The Art of Computer Programming, Volume 2: Seminumerical Algorithms
by:
Donald Ervin Knuth
4.43 avg rating — 521 ratings
86.
Computer Systems: A Programmer's Perspective
by:
Randal E. Bryant
4.46 avg rating — 1,103 ratings
87.
Introduction to Computation and Programming Using Python
by:
John V. Guttag
4.23 avg rating — 493 ratings
88.
Operating Systems: Three Easy Pieces
by:
Remzi H. Arpaci-Dusseau
4.70 avg rating — 743 ratings
89.
Statistical Rethinking: A Bayesian Course with Examples in R and STAN
by:
Richard McElreath
4.70 avg rating — 510 ratings
90.
Types and Programming Languages
by:
Benjamin C. Pierce
4.27 avg rating — 579 ratings
91.
Network Science
by:
Albert-László Barabási
4.38 avg rating — 175 ratings
92.
Elements of Information Theory 2nd Edition (Wiley Series in Telecommunications and Signal Processing)
by:
Thomas M. Cover
4.20 avg rating — 317 ratings
93.
Computational Complexity: A Modern Approach
by:
Sanjeev Arora
4.32 avg rating — 134 ratings
94.
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
by:
Aurélien Géron
4.55 avg rating — 2,709 ratings
95.
The Art of Computer Programming: Volume 3: Sorting and Searching
by:
Donald Ervin Knuth
4.42 avg rating — 509 ratings
96.
All of Statistics: A Concise Course in Statistical Inference
by:
Larry Wasserman
4.26 avg rating — 388 ratings
97.
Security Engineering: A Guide to Building Dependable Distributed Systems
by:
Ross J. Anderson
4.21 avg rating — 696 ratings
98.
Theoretical Neuroscience: Computational And Mathematical Modeling of Neural Systems
by:
Peter Dayan
4.22 avg rating — 299 ratings
99.
An Introduction to Probability Theory and Its Applications, Volume 1
by:
William Feller
4.31 avg rating — 161 ratings
100.
Seven Databases in Seven Weeks: A Guide to Modern Databases and the NoSQL Movement
by:
Luc Perkins
4.01 avg rating — 731 ratings
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