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README.md
Awesome Math 
A curated list of awesome mathematics resources.
All resources are freely available except those with a π² icon.
Contents
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* Contents
* General Resources
* Learning Platforms
* Learn to Learn
* Youtube Series
* Tools
* Questions and Answers
* Encyclopedia
* Books
* Magazines
* Blogs
* Meetings and Conferences
* Misc
* Branches of Mathematics
* Foundations of Mathematics
* Transition To Pure Rigour Math
* Set Theory
* Logic
* Category Theory
* Type Theory
* Homotopy Type Theory
* Surreal Numbers
* Number Theory
* Algebraic Number Theory
* Analytic Number Theory
* Algebra
* Abstract Algebra
* Group Theory
* Linear Algebra
* Ring Theory
* Galois Theory
* Lie Algebras
* Combinatorics
* Graph Theory
* Geometry and Topology
* Differential Geometry
* Algebraic Geometry
* Algebraic Statistics
* Topology
* Algebraic Topology
* Analysis
* Real Analysis
* Harmonic Analysis
* Complex Analysis
* Functional Analysis
* Measure Theory
* Ordinary Differential Equations
* Partial Differential Equations
* Chaos Theory
* Probability and Statistics
* Probability Theory
* Statistics
* Statistical Learning
* Stochastic processes
* Numerical Analysis
* Signal processing
* Mathematics for Computer Science
* Mathematical Biology
* Mathematical Physics
* Students Lecture Notes
* Related Awesome Lists
* License
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General Resources
Learning Platforms
* Khan Academy
* Coursera
* MIT OpenCourseWare
* edX
* Brilliant
* WooTube
* Mathigon
* Calculus.org
* Ximera : free interactive mathematics textbooks (Ohio State University)
* Almost Fun
* Oxford Mathematics
* Math Academy
* Derivative Calculus Solver β A step-by-step differentiation tool focusing on the chain rule and substitution logic.
Learn to Learn
Youtube Series
* Brandon Foltz
* StatQuest
* 3Blue1Brown
* NPTEL
* Numberphile
* PatrickJMT
* Professor Leonard
* Precalculus - College Algebra/Trigonometry
* Calculus 1
* Calculus 2
* Calculus 3
* Differential Equations
* To The Point Math
* Crash Course
* Harvard
* MIT OpenCourseWare
* Mathologer
* The Math District
* Mathematical Monk
* The Math Sorcerer
Tools
* Symbolab
* Desmos
* Math Words
* Wolfram Alpha
* Maxima
* Sympy
* Sagemath
* MathFlow - C# math expression library with symbolic computation (differentiation, simplification, equation solving)
* Unit Converter
* GeoGebra
* Macaulay2
* Singular
* GNU Octave
* Magma
* Maple
* Matlab
* Wolfram Mathematica
* Free Math
* xhub
* CopyPasteMathjax
* Finance calculators
* Mathcheap
* Midpoint Calculator
* Quartiles Calculator
* Corca Editor
* RunMat - Runtime for MATLAB-syntax array math with automatic CPU/GPU execution.
* Structural Engineering Tools (SEPCO Engineering) - Free online calculators for beam diagrams, Canadian steel section properties, and pressure conversions.
Questions and Answers
* Mathematics Stack Exchange
* MathOverflow - for professional mathematicians
Encyclopedia
* Encyclopedia of Mathematics
* Planetmath
* ProofWiki
* Wolfram Mathworld
* The On-Line Encyclopedia of Integer Sequences - Great compendium of many different integer sequences. Founded 1964 by N. J. A. Sloane.
* π² The Princeton Companion to Mathematics - Timothy Gowers (Professor, Fields medallist), June Barrow-Green (Professor), and Imre Leader (Professor).
* π² Encyclopedia of Distances (4th Edition) - Michel Marie Deza, Elena Deza.
Books
* Calculus: Basic Concepts for High Schools - L.V. Tarasov
* Basics of Algebra, Topology, and Differential Calculus - Jean Gallier (University of Pennsylvania)
* Multivariable Calculus - G. Cain, J. Herod (Georgia Tech)
* Wikibooks
* Online Mathematics Textbooks
* Beginning and Intermediate Algebra
* Free Mathematics Books
* Trigonometry
* Math for Frontend Web Dev
* Grokking Statistics
* The Math Behind Artificial Intelligence - Tiago Capelo Monteiro (freeCodeCamp)
Magazines
* Quanta Magazine - Features latest research breakthroughs in an accessible style for non-experts.
* Bulletin of the American Mathematical Society - Expository articles on contemporary mathematical research, written in a way that gives insight to mathematicians who may not be experts in the particular topic.
* Notices of the American Mathematical Society - Publicizes activities of the Society and features surveys, reports, news, announcements, and opinions on industry trends, academia, and research.
* European Mathematical Society Magazine - The Magazine features announcements about meetings and conferences, articles outlining current trends in scientific development, reports on member societies, and many other informational items.
* Mathematics Today by Institute of Mathematics and its Applications - News, opinions, and articles related to mathematics, so the reader stays updated.
* Crux Mathematicorum by Canadian Mathematical Society - source of unique and challenging mathematical problems designed for the secondary and undergraduate levels. It includes an Olympiad Corner which is helpful for math competitions.
Blogs
* BetterExplained - Maintained by Kalid Azad
* ILoveMaths - For grades 6 thru 12 in K-12 system
* 3blue1brown - Animated Maths
* Mathsisfun simple text lightweight site for students up to highschool
* MathematicsIsAScience - Peter Saveliev (Professor of mathematics at Marshall University, Huntington WV, USA)
Meetings and Conferences
* MathsJam - monthly local recreational maths/puzzle meetups and an annual gathering in Staffordshire, England
* Talking Maths in Public - a conference for maths communicators, running every two years, usually in the UK
* Bridges - an annual conference on mathematical connections in art, music, architecture, and culture. The 2025 meeting is in Eindhoven, Netherlands.
Misc
* Areas of mathematics on Wikipedia
* Paul's Online Math Notes - Paul Dawkins (Lamar University)
* List of electronic textbooks - Marcel B. Finan (Arkansas Tech University)
* Topology Atlas
* Recreations in Math - H. E. Licks (1917)
* Magic Squares and Cubes - W. S. Andrews (1917)
* Convex Optimization - Stephen Boyd and Lieven Vandenberghe
* Fabrice Baudoin's Notes - Both research and lecture notes on many topics, Including Diffusions on foliated manifold, Stochastic Calculus, Global analysis in Dirichlet spaces, and more.
Branches of Mathematics
Content Format \
π Books \
π₯ Videos \
π Lecture notes, slides, articles, papers
Foundations of Mathematics
Transition To Pure Rigour Math
* π Basic Concepts of Mathematics - Elias Zakon
* π Book of Proof - Richard Hammak (Virginia Commonwealth University)
* π How to Prove It: A Structured Approach (3rd Edition) - Daniel J. Velleman (Professor).
Set Theory
* π Sets, Relations, Functions - Ivo DΓΌntsch, GΓΌnther Gediga
* π An Introduction to Set Theory - William A. R. Weiss
* π Set Theory and Foundations of Mathematics - Sylvain Poirier
* π Set Theory on the Stanford Encyclopedia of Philosophy
Logic
* π Introduction to Logic - Michael Genesereth, Eric Kao (Stanford University)
* π An Introduction to Formal Logic - P.D. Magnus (University at Albany)
* π A Problem Course in Mathematical Logic - Stefan Bilaniuk (Trent University)
* π Computability - An introduction to recursive function theory - Nigel Cutland (University of Hull)
* π Language, Proof, and Logic - Jon Barwise, John Etchemendy
* π Mathematical Logic - Helmut Schwichtenberg
* π Mathematical Logic - Stephen G. Simpson (Pennsylvania State University)
* π Formal Logic - Miguel Palomino
* π Predictive Arithmetic - Edward Nelson
* π Proofs and Concepts: the fundamentals of abstract mathematics - Joy Morris, Dave Morris
* π Mathematical Reasoning: Writing and Proof - Ted Sundstrom
* π Logic and Proof - Jeremy Avigad, Robert Y. Lewis, and Floris van Doorn
* π QED - an interactive textbook - Terence Tao
* π Open Logic Textbook - collaborative effort, main contributors listed here
Category Theory
* π Introduction to Category Theory and Categorical Logic - Thomas Streicher
* π An Introduction to Category Theory - Harold Simmons
* π Category Theory - Steve Awodey (Carnegie Mellon University)
* π Category Theory - B. Pareigis
* π Category Theory for Computing Science - Michael Barr, Charles Wells
* π Toposes, Triples and Theories - Michael Barr, Charles Wells
* π Abelian Categories - Peter Freyd
* π Categories and Groupoids - P. J. Higgins
* π Basic Concepts of Enriched Category Theory - G. M. Kelley
* π Abstract and Concrete Categories: The Joy of Cats - Jiri Adamek, Horst Herrlich, George Strecker
* π Seven Sketches in Compositionality: An Invitation to Applied Category Theory - Brendan Fong and David I. Spivak (MIT)
* π Category Theory in Context - Emily Riehl (John Hopkins University)
Type Theory
* π Proofs and Types - Jean-Yves Girard
* π Intuitionistic Type Theory - Per Martin-Lof
* π Type Theory and Functional Programming - Simon Thompson
* π Programming in Martin-Lofβs Type Theory - Bengt Nordstrom, Kent Petersson, Jan M. Smith
Homotopy Type Theory
* π Homotopy Type Theory
Surreal Numbers
* π Surreal Numbers - How two ex-students turned on to pure mathematics and found total happiness - D. E. Knuth
* π Surreal Numbers and Games
* π Conway names, the simplicity hierarchy and the surreal number tree - Philip Ehrlich
Number Theory
* π Elementary Number Theory: Primes, Congruences, and Secrets - William Stein
* π Elementary Number Theory - W. Edwin Clark (University of South Florida)
* π A Course on Number Theory - Peter J. Cameron
* π A Computational Introduction to Number Theory and Algebra - Victor Shoup
* π Number Theory: A Contemporary Introduction - Pete L. Clark
* π An Introduction to the Theory of Numbers - Leo Moser
* π Yet Another Introductory Number Theory Textbook - Jonathan A. Poritz
Algebraic Number Theory
* π Introduction to Algebraic Number Theory - F. Oggier
* π Algebraic Number Theory - J.S. Milne
* π Algebraic Number Theory Course Notes - Matthew Baker (Georgia Tech)
* π A Course In Algebraic Number Theory - Robert Ash
Analytic Number Theory
* π Introduction to Analytic Number Theory - A.J. Hildebrand (University of Illinois)
* π Elements of Analytic Number Theory - P. S. Kolesnikov, E. P. Vdovin (Novosibirsk)
* π Analytic Number Theory - Otto Forster (LMU Munich)
* π Analytic Number Theory - Lecture Notes based on Davenportβs book - Andreas StrΓΆmbergsson
Algebra
* π A Course in Universal Algebra - S. Burris, H.P. Sankappanavar
* π A Course in Commutative Algebra - Robert Ash
* π First Course in Algebra - Herbert E. Hawkes, William A. Luby, Frank C. Touton (1910)
* π Second Course in Algebra - Herbert E. Hawkes, William A. Luby, Frank C. Touton (1911)
* π Algebra: An Elementary Text-Book, Part I - G. Chrystal (1904)
* π Algebra: An Elementary Text-Book, Part II - G. Chrystal (1900)
* π Understanding Algebra - James W. Brennan
Abstract Algebra
* π Introduction to Abstract Algebra - D. S. Malik, John N. Mordeson, M.K. Sen (Creighton University)
* π Introduction to Modern Algebra - David Joyce (Clark University)
* π Algebraic Methods - F. Oggier
* π Abstract Algebra : Theory and Applications - Thomas W. Judson, Robert A. Beezer (Austin State University)
* π An Undergraduate Course in Abstract Algebra - Robert Howlett
* π Elements of Abstract and Linear Algebra - E.H. Connell (University of Miami)
* π Abstract Algebra: The Basic Graduate Year - Robert Ash
* π Abstract Algebra: Harvard Extension (Archived) - Benedict Gross
* π Abstract Algebra: Harvard Extension Videos - Benedict Gross
Group Theory
* π Notes on Group Theory - Mark Reeder
* π Group Theory - J.S. Milne
* π Notes on Finite Group Theory - Peter J. Cameron
* π Group Theory - Pedrag Civitanovic
Linear Algebra
* π Fundamentals of Linear Algebra - James B. Carrell
* π Linear Algebra and Matrices - Martin Fluch
* π Vector Space Theory - Robert Howlett
* π Linear Algebra - Jim Hefferon
* π MIT OpenCourseWare Lectures on Linear Algebra (18.06) as Jupyter Notebooks - Juan Klopper
* π Elementary Linear Algebra - Keith Matthews
* π A First Courses in Linear Algebra - Rob Breezer
* π Linear Algebra - David Cherney, Tom Denton, Andrew Waldron
* π Introduction to vectors and tensors, Vol 1: linear and multilinear algebra - Ray M Bowen, C. C. Wang
* π Introduction to vectors and tensors, Vol 2: vector and tensor analysis - Ray M Bowen, C. C. Wang
* π Introduction to Applied Linear Algebra - Stephen Boyd (Stanford University), Lieven Vandenberghe (UCLA)
* π Linear Algebra Done Wrong - Sergei Treil
* π Immersive Linear Algebra - J. StrΓΆm, K. Γ
strΓΆm, and T. Akenine-MΓΆller
* π Interactive Linear Algebra - Dan Margalit and Joseph Rabinoff
* π Linear Algebra, Infinite Dimensions, and Maple - James Herod
* π Linear Algebra Done Right - Sheldon Axler
Ring Theory
* π Foundations of Module and Ring Theory - Robert Wisbauer (University of DΓΌsseldorf)
Galois Theory
* π An Introduction to Galois Theory - Andrew Baker (University of Glasgow)
* π Fields and Galois Theory - J.S. Milne
* π Galois theory - Miles Reid
* π Galois Theory - Ian Stewart
* π Galois Theory β Tom Leinster (University of Edinburgh)
Lie Algebras
* π Lie Algebras - Shlomo Sternberg
Combinatorics
* π Basic Combinatorics - Carl G. Wagner (University of Tennessee)
* π Applied Combinatorics - Mitchel T. Keller, William T. Trotter
* π Notes on Combinatorics - Peter J. Cameron
* π Analytic Combinatorics - Philippe Flajolet, Robert Sedgewick
* π generatingfunctionology - Herbert Wilf
Graph Theory
* π Graph Theory: Lecture Notes - Christopher Griffin
* π Graph Theory - Reinhard Diestel
* π Graph Theory : Interactive Algorithm Visualizer | Graph Theory Learning Platform - Hadjoudj Mohammed Islam
Geometry and Topology
* π Fundamentals of Geometry - Oleg A. Belyaev
* π A=B - M. Petkovsek, H. Wilf, D. Zeilberger
* π Elements - Euclid
* π Euclid's Elements Redux - Daniel Callahan
* π Mathematical Illustrations - Bill Casselman
* π Byrne's Euclid - Oliver Byrne
* π Plane Geometry - George Wentworth and David Eugene Smith (1913)
* π Planes and Spherical Trigonometry - George Wentworth and David Eugene Smith (1915)
* π Coordinate Geometry - Henry Buchard Fine and Henry Dallas Thompson (1911)
* π Analytic Geometry - Lewis Parker Siceloff, George Wentworth, David Eugene Smith (1922)
Differential Geometry
* π Introduction to Differential Geometry - Joel W. Robbin, Dietmar A. Salamon
* π Notes on Differential Geometry and Lie Groups - Jean Gallier (University of Pennsylvania)
* π Topics in Differential Geometry - Peter W. Michor
* π Lectures on Differential Geometry - Wulf Rossmann
* π An Introduction to Riemannian Geometry - Sigmundur Gudmundsson (Lund University)
* π The Geometry and Topology of Three-Manifolds - W. Thurston
* π Semi-Riemann Geometry and General Relativity - Shlomo Sternberg
* π Discrete Differential Geometry - Keenan Crane
Algebraic Geometry
* π A Brief Introduction to Algebraic Geometry - R.C. Churchill
* π Introduction to Algebraic Geometry - Igor V. Dolgachev
* π Foundations of Algebraic Geometry - Ravi Vakil
* π Algebraic Geometry - Jean Gallier, Stephen S. Shatz (University of Pennsylvania)
* π Algebraic Geometry - J.S. Milne
* π Algebraic Geometry - Andreas Gathmann (University of Kaiserslautern)
* π The Stacks Project - Maintained by Aise Johan de Jong (Columbia)
Algebraic Statistics
* π Lectures on Algebraic Statistics - Mathias Drton, Bernd Sturmfels, Seth Sullivant
* π An Introduction to Algebraic Statistics - Cristiano Bocci, Luca Chiantini and Anthony V. Geramita
* π Algebraic Statistics - Karl-Heinz Zimmermann
* π Algebraic Statistics for Computational Biology - Pachter, and Sturmfels.
Topology
* π General Topology - Stephen Willard
* π Elementary Applied Topology - Robert Ghrist (UPenn)
* π Introduction to Topology
* π Introduction to Topology - Alex KΓΌronya
* π Introductory Topology - Jim L. Brown
* π General Topology - Pierre Schapira (Paris VI University)
* π Elementary Topology Problem Textbook
* π General Topology - Jesper M. MΓΈller
* π Topology Topics
Algebraic Topology
* π Algebraic Topology - Allen Hatcher
* π A Concise Course in Algebraic Topology - J. P. May
* π Introduction to Algebraic Topology - Martin Cadek
* π Algebra and Topology - Pierre Schapira (Paris VI University)
* π Lecture Notes in Algebraic Topology - James F. Davis, Paul Kirk (Indiana University)
* π Algebraic Topology - Michael Starbird
* π Lecture Notes on Algebraic Topology - Jie Wu
Analysis
Real Analysis
* π MIT OpenCourseWare Lectures on Calculus - G. Strang
* π Elementary Calculus: An Approach Using Infinitesimals - Professor H. Jerome Keisler
* π An Introduction to Real Analysis - John K. Hunter (University of California at Davis)
* π Introduction to Real Analysis - William F. Trench (Trinity University, Texas)
* π Basic Analysis: Introduction to Real Analysis - JiΕΓ Lebl
* π Elementary Real Analysis - Thomson, Bruckner
* π Lecture Notes in Real Analysis - Eric T. Sawyer (McMaster University)
* π Real Analysis - C. McMullen
* π Real Analysis for Graduate Students - Richard F. Bass
* π Modern Real Analysis - William P. Ziemer (Indiana University)
* π Mathematical Analysis Vol I - Elias Zakon
* π Mathematical Analysis Vol II - Elias Zakon
* π Advanced Calculus - Lynn Loomis, Schlomo Sternberg
* π Analysis of Functions of a Single Variable - Lawerence Baggett
* π The Calculus of Functions of Several Variables - Dan Sloughter
* π A ProblemText in Advanced Calculus - John M. Erdman
* π Calculus and Linear Algebra. Vol. 1 - Wilfred Kaplan, Donald J. Lewis
* π Calculus and Linear Algebra. Vol. 2 - Wilfred Kaplan, Donald J. Lewis
* π Introduction to Calculus I and II - J.H. Heinbockel
* π Active Calculus - Matt Boelkins
* π Supplements to the Exercises in Chapters 1-7 of Walter Rudin's "Principles of Mathematical Analysis" - George M. Bergman
* π Calculus Made Easy - Silvanus P. Thompson (1910)
* π Elements of Differential and Integral Calculus - William Anthony Granville (1911)
* π Precalculus - Carl Stitz, Jeff Zeager
Harmonic Analysis
* π Harmonic Analysis Lecture Notes - Richard S. Laugesen (University of Illinois at UrbanaβChampaign)
* π Harmonic Analysis - W. Schlag
* π Lecture Notes: Fourier Transform and its Applications - Brad Osgood
* π Fourier Analysis - Lucas Illing
* π Mathematics of the Discrete Fourier Transform (DFT) with Audio Applications - Julius O. Smith III (Stanford University)
Complex Analysis
* π Introduction to Complex Analysis - Michael Taylor
* π An Introduction to Complex Analysis and Geometry - John P. D'Angelo (University of Illinois)
* π A First Course in Complex Analysis - Matthias Beck, Gerald Marchesi, Dennis Pixton, Lucas Sabalka
* π A Guide to Complex Variables - Steven G. Krantz
* π Complex Analysis - Charles Walkden
* π Complex Analysis - Christian Berg
* π Complex Variables - R. B. Ash, W.P. Novinger
* π Complex Analysis - Christer Bennewitz
* π Complex Analysis - Donald E. Marshall
* π A Concise Course in Complex Analysis and Riemann Surfaces - Wilhelm Schlag
* π Complex Analysis - G. Cain (Georgia Tech)
* π Complex Analysis - Juan Carlos Ponce Campuzano
Functional Analysis
* π An Introduction to Functional Analysis - Laurent W. Marcoux (University of Waterloo)
* π Functional Analysis: Lecture Notes - Jeff Schenker (Michigan State University)
* π Functional Analysis Lecture Notes - T.B. Ward (University of East Anglia)
* π Functional Analysis - Alexander C. R. Belton
* π Topics in Real and Functional Analysis - Gerald Teschl
* π Functional Analysis - Christian Remling
* π Theory of Functions of a Real Variable - Shlomo Sternberg
* π Functional Analysis - Lawerence Baggett
Measure Theory
* π An Introduction to Measure Theory - Terence Tao (UCLA)
* π Lecture Notes on Measure Theory and Functional Analysis - P. Cannarsa, T. DβAprile
* π Lecture Notes in Measure Theory - Christer Borell
* π A Crash Course on the Lebesgue Integral and Measure Theory - Steve Cheng
* π Measure Theory - John K. Hunter (University of California at Davis)
* π Measure and Integration - Dietmar A. Salamon (ETH ZΓΌrich)
* π Lecture notes: Measure Theory - Bruce K. Driver
Ordinary Differential Equations
* π Difference Equations To Differential Equations - Dan Sloughter
* π Ordinary Differential Equation - Alexander Grigorian (University of Bielefeld)
* π Ordinary Differential Equations: Lecture Notes - Eugen J. Ionascu
* π Ordinary Differential Equations - Peter Philip
* π Ordinary Differential Equations - Gabriel Nagy
* π Ordinary Differential Equations and Dynamical Systems - Gerald Teschl
* π Notes on Differential Equations - Bob Terrell
* π Elementary Differential Equations - William F. Trench
* π Elementary Differential Equations With Boundary Value Problems - William F. Trench
* π Notes on Diffy Qs: Differential Equations for Engineers - JiΕΓ Lebl
* π Differential Equations - H. B. Phillips (1922)
Partial Differential Equations
* π Notes on Partial Differential Equations - John K. Hunter (University of California at Davis)
* π Partial Differential Equations: Lecture Notes - Erich Miersemann (Leipzig University)
* π Linear Methods of Applied Mathematics - E. Harrell, J. Herod (Georgia Tech)
Chaos Theory
* π Chaos: Making a New Science - James Gleick
* π Complexity: A Guided Tour - Melanie Mitchell (Oxford University)
Probability and Statistics
Probability Theory
* π Introduction to Probability - Charles M. Grinstead, J. Laurie Snell
* π Introduction to Probability - Dimitri P. Bertsekas, John N. Tsitsiklis (MIT)
* π A Short Introduction to Probability - Dirk P. Kroese (University of Queensland)
* π Probability: Theory and Examples - Rick Durrett
* π Probability and Statistics Cookbook - Matthias Vallentin (UC Berkeley)
* π The Only Probability Cheatsheet You'll Ever Need - William Chen
* π An Introduction to Probability and Random Processes - Gian-Carlo Rota, Kenneth Baclawski
* π Foundations of Constructive Probability Theory - Yuen-Kwok Chan
Statistics
* π Lecture Notes on Statistical Theory - Ryan Martin (University of Illinois)
* π Introduction to Statistics and Data Analysis for Physicists - Gerhard Bohm, GΓΌnter Zech
* π Probability and Mathematical Statistics - Prasanna Sahoo (University of Louisville)
* π Lectures on Statistics - William G. Faris
* π Statistical Theory - Adolfo J. Rumbos
* π Theory of Statistics - James E. Gentle (George Mason University)
* π Theory of Statistics - Joseph C. Watkins (University of Arizona)
* π Glossary of Data Modeling - AI Access
* π Statistics Papers - List of statistics papers curated by the Institute for Digital Research and Education (IDRE) at UCLA on methods such as bootstrap and factor invariance.
* π NIST Handbook of Statistical Methods - Resource on practical statistics directed towards scientists and engineers.
* π Concepts and Applications of Inferential Statistics - Richard Lowry
* π Rough set data analysis: A road to non-invasive knowledge discovery - Ivo DΓΌntsch, GΓΌnther Gediga
* π Statistical Thinking for the 21st Century - Russell A. Poldrack
* π Odds and Ends: Introducing Probability & Decision with a Visual Emphasis - Jonathan Weisberg
* π Seeing Theory - Daniel Kunin, Jingru Guo, Tyler Dae Devlin, and Daniel Xiang
* π Statistics Done Wrong - Alex Reinhart
* π All of Statistics: A Concise Course in Statistical Inference - Larry Wasserman
Statistical Learning
* π An Introduction to Statistical Learning with Applications in R - Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
* π The Elements of Statistical Learning - Trevor Hastie, Robert Tibshirani, Jerome Friedman
* π Statistical Learning Theory - Percy Liang
* π Reinforcement Learning: An Introduction - Richard S. Sutton, Andrew G. Barto
Stochastic processes
* π Lectures on Stochastic Processes - K. Ito (Tata Institute of Fundamental Research, Bombay)
* π Probability and Stochastic Processes with Applications - Oliver Knill (Harvard University)
* π Stochastic Processes - Amir Dembo (Stanford University)
* π Lecture Notes on Stochastic Processes - Frank NoΓ©, Bettina Keller and Jan-Hendrik Prinz (Freie UniversitΓ€t Berlin)
* π Introduction to Stochastic Processes - Lecture Notes - Gordan Ε½itkoviΔ (University of Texas)
* π Applied Stochastic Processes in science and engineering - Matt Scott (University of Waterloo)
* π An Introduction to Stochastic Processes in Continuous Time - Flora Spieksma (Leiden University)
* π Markov Chains and Mixing Times - David A. Levin, Yuval Peres, Elizabeth L. Wilmer
* π Convergence of Stochastic Processes - David Pollard
Numerical Analysis
* π Introduction to Numerical Analysis - Doron Levy (University of Maryland)
* π A Concise Introduction to Numerical Analysis - Douglas N. Arnold (University of Minnesota)
* π Numerical Analysis - L. Ridgway Scott
* π Lectures In Basic Computational Numerical Analysis - J. M. McDonough (University of Kentucky)
* π Advanced Numerical Methods and Their Applications to Industrial Problems: Adaptive Finite Element Methods - Alfred Schmidt, Arsen Narimanyan
* π Numerical Analysis for Engineers - Douglas Wilhelm Harder
* ππ₯ Advanced Linear Algebra: Foundations to Frontiers - Robert van de Geijn, Margaret Myers (University of Texas at Austin)
Signal processing
* π Introduction to Signal Processing - Sophocles J. Orfanidis (Rutgers University)
* π Foundations of Signal Processing - Martin Vetterli, Jelena Kovacevic, Vivek K Goyal
* π An Introduction to Statistical Signal Processing - Robert M. Gray, Lee D. Davisson
* π Think DSP - Allen B. Downey
* π Linear algebra, signal processing, and wavelets. A unified approach. - Γyvind Ryan (University of Oslo)
Mathematics for Computer Science
* π Mathematics for Computer Science - Eric Lehman, F. Thomson Leighton, Albert R. Meyer
* π Algorithms and Complexity - H. Wilf
* π Lecture Notes on Optimization - Pravin Varaiya
* π Information Theory, Inference, and Learning Algorithms - David J. C. MacKay
* π The Chaos Textbook: Mathematics in the age of the computer - Glenn Elert
Mathematical Biology
* π Mathematical Biology - Jeffrey Chasnov
Mathematical Physics
* π Introduction to Continuum Mechanics - Ray. M. Bowen
* π Mathematical Tools for Physics - James Nearing
* π Mechanism of the Heavens (1831) - Mary Somerville
Students Lecture Notes
* Evan Chen - MIT. 2012 ~ 2018. Covers Combinatorics, Number Theory, Honors Algebra, Set Theory, Real Analysis, Graph Theory, and more.
* Dexter Chua - Harvard. 2013 ~ 2018. Covers Analysis, Probability, Linear Algebra, Complex Analysis, Numerical Analysis, Statistics, Optimization, Algebraic Topology, Quantum Field Theory, and more.
Related Awesome Lists
* Theoretical Computer Science
License

To the extent possible under law, Cyrille Rossant has waived all copyright and related or neighboring rights to this work.