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Awesome Math Awesome

A curated list of awesome mathematics resources.

All resources are freely available except those with a πŸ’² icon.

Contents

  • 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

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

  • Understanding Mathematics

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.
  • πŸ’² The Princeton Companion to Mathematics - Timothy Gowers (Professor, Fields medallist), June Barrow-Green (Professor), and Imre Leader (Professor).
  • πŸ’² 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
πŸ“– Books
πŸŽ₯ Videos
πŸ“ Lecture notes, slides, articles, papers

Foundations of Mathematics

Transition To Pure Rigour Math

  • πŸ“ Basic Concepts of Mathematics - Elias Zakon
  • πŸ“ Book of Proof - Richard Hammak (Virginia Commonwealth University)
  • πŸ“– How to Prove It: A Structured Approach (3rd Edition) - Daniel J. Velleman (Professor).

Set Theory

  • πŸ“ Sets, Relations, Functions - Ivo DΓΌntsch, GΓΌnther Gediga
  • πŸ“ An Introduction to Set Theory - William A. R. Weiss
  • πŸ“ Set Theory and Foundations of Mathematics - Sylvain Poirier
  • πŸ“ Set Theory on the Stanford Encyclopedia of Philosophy

Logic

  • πŸ“ Introduction to Logic - Michael Genesereth, Eric Kao (Stanford University)
  • πŸ“ An Introduction to Formal Logic - P.D. Magnus (University at Albany)
  • πŸ“ forall x: Calgary (An Introduction to Formal Logic) - P.D. Magnus and Tim Button, remixed by Aaron Thomas-Bolduc and Richard Zach (Open Logic Project)
  • πŸ“ A Problem Course in Mathematical Logic - Stefan Bilaniuk (Trent University)
  • πŸ“ Computability - An introduction to recursive function theory - Nigel Cutland (University of Hull)
  • πŸ“ Language, Proof, and Logic - Jon Barwise, John Etchemendy
  • πŸ“ Mathematical Logic - Helmut Schwichtenberg
  • πŸ“ Mathematical Logic - Stephen G. Simpson (Pennsylvania State University)
  • πŸ“ Formal Logic - Miguel Palomino
  • πŸ“ Predictive Arithmetic - Edward Nelson
  • πŸ“ Proofs and Concepts: the fundamentals of abstract mathematics - Joy Morris, Dave Morris
  • πŸ“ Mathematical Reasoning: Writing and Proof - Ted Sundstrom
  • πŸ“ Logic and Proof - Jeremy Avigad, Robert Y. Lewis, and Floris van Doorn
  • πŸ“ QED - an interactive textbook - Terence Tao
  • πŸ“ Open Logic Textbook - collaborative effort, main contributors listed here

Category Theory

  • πŸ“ Introduction to Category Theory and Categorical Logic - Thomas Streicher
  • πŸ“ An Introduction to Category Theory - Harold Simmons
  • πŸ“ Category Theory - Steve Awodey (Carnegie Mellon University)
  • πŸ“ Category Theory - B. Pareigis
  • πŸ“ Category Theory for Computing Science - Michael Barr, Charles Wells
  • πŸ“ Toposes, Triples and Theories - Michael Barr, Charles Wells
  • πŸ“ Abelian Categories - Peter Freyd
  • πŸ“ Categories and Groupoids - P. J. Higgins
  • πŸ“ Basic Concepts of Enriched Category Theory - G. M. Kelley
  • πŸ“ Abstract and Concrete Categories: The Joy of Cats - Jiri Adamek, Horst Herrlich, George Strecker
  • πŸ“ Seven Sketches in Compositionality: An Invitation to Applied Category Theory - Brendan Fong and David I. Spivak (MIT)
  • πŸ“ Category Theory in Context - Emily Riehl (John Hopkins University)

Type Theory

  • πŸ“ Proofs and Types - Jean-Yves Girard
  • πŸ“ Intuitionistic Type Theory - Per Martin-Lof
  • πŸ“ Type Theory and Functional Programming - Simon Thompson
  • πŸ“ Programming in Martin-Lof’s Type Theory - Bengt Nordstrom, Kent Petersson, Jan M. Smith

Homotopy Type Theory

  • πŸ“ Homotopy Type Theory

Surreal Numbers

  • πŸ“ Surreal Numbers - How two ex-students turned on to pure mathematics and found total happiness - D. E. Knuth
  • πŸ“ Surreal Numbers and Games
  • πŸ“ Conway names, the simplicity hierarchy and the surreal number tree - Philip Ehrlich

Number Theory

  • πŸ“ Elementary Number Theory: Primes, Congruences, and Secrets - William Stein
  • πŸ“ Elementary Number Theory - W. Edwin Clark (University of South Florida)
  • πŸ“ A Course on Number Theory - Peter J. Cameron
  • πŸ“ A Computational Introduction to Number Theory and Algebra - Victor Shoup
  • πŸ“ Number Theory: A Contemporary Introduction - Pete L. Clark
  • πŸ“ An Introduction to the Theory of Numbers - Leo Moser
  • πŸ“ Yet Another Introductory Number Theory Textbook - Jonathan A. Poritz

Algebraic Number Theory

  • πŸ“ Introduction to Algebraic Number Theory - F. Oggier
  • πŸ“ Algebraic Number Theory - J.S. Milne
  • πŸ“ Algebraic Number Theory Course Notes - Matthew Baker (Georgia Tech)
  • πŸ“ A Course In Algebraic Number Theory - Robert Ash

Analytic Number Theory

  • πŸ“ Introduction to Analytic Number Theory - A.J. Hildebrand (University of Illinois)
  • πŸ“ Elements of Analytic Number Theory - P. S. Kolesnikov, E. P. Vdovin (Novosibirsk)
  • πŸ“ Analytic Number Theory - Otto Forster (LMU Munich)
  • πŸ“ Analytic Number Theory - Lecture Notes based on Davenport’s book - Andreas StrΓΆmbergsson

Algebra

  • πŸ“ A Course in Universal Algebra - S. Burris, H.P. Sankappanavar
  • πŸ“ A Course in Commutative Algebra - Robert Ash
  • πŸ“ First Course in Algebra - Herbert E. Hawkes, William A. Luby, Frank C. Touton (1910)
  • πŸ“ Second Course in Algebra - Herbert E. Hawkes, William A. Luby, Frank C. Touton (1911)
  • πŸ“ Algebra: An Elementary Text-Book, Part I - G. Chrystal (1904)
  • πŸ“ Algebra: An Elementary Text-Book, Part II - G. Chrystal (1900)
  • πŸ“ Understanding Algebra - James W. Brennan

Abstract Algebra

  • πŸ“ Introduction to Abstract Algebra - D. S. Malik, John N. Mordeson, M.K. Sen (Creighton University)
  • πŸ“ Introduction to Modern Algebra - David Joyce (Clark University)
  • πŸ“ Algebraic Methods - F. Oggier
  • πŸ“ Abstract Algebra : Theory and Applications - Thomas W. Judson, Robert A. Beezer (Austin State University)
  • πŸ“ An Undergraduate Course in Abstract Algebra - Robert Howlett
  • πŸ“ Elements of Abstract and Linear Algebra - E.H. Connell (University of Miami)
  • πŸ“ Abstract Algebra: The Basic Graduate Year - Robert Ash
  • πŸ“ Abstract Algebra: Harvard Extension (Archived) - Benedict Gross
  • πŸ“ Abstract Algebra: Harvard Extension Videos - Benedict Gross

Group Theory

  • πŸ“ Notes on Group Theory - Mark Reeder
  • πŸ“ Group Theory - J.S. Milne
  • πŸ“ Notes on Finite Group Theory - Peter J. Cameron
  • πŸ“ Group Theory - Pedrag Civitanovic

Linear Algebra

  • πŸ“ Fundamentals of Linear Algebra - James B. Carrell
  • πŸ“ Linear Algebra and Matrices - Martin Fluch
  • πŸ“ Vector Space Theory - Robert Howlett
  • πŸ“ Linear Algebra - Jim Hefferon
  • πŸ“ MIT OpenCourseWare Lectures on Linear Algebra (18.06) as Jupyter Notebooks - Juan Klopper
  • πŸ“ Elementary Linear Algebra - Keith Matthews
  • πŸ“ A First Courses in Linear Algebra - Rob Breezer
  • πŸ“ Linear Algebra - David Cherney, Tom Denton, Andrew Waldron
  • πŸ“ Introduction to vectors and tensors, Vol 1: linear and multilinear algebra - Ray M Bowen, C. C. Wang
  • πŸ“ Introduction to vectors and tensors, Vol 2: vector and tensor analysis - Ray M Bowen, C. C. Wang
  • πŸ“ Introduction to Applied Linear Algebra - Stephen Boyd (Stanford University), Lieven Vandenberghe (UCLA)
  • πŸ“ Linear Algebra Done Wrong - Sergei Treil
  • πŸ“ Immersive Linear Algebra - J. StrΓΆm, K. Γ…strΓΆm, and T. Akenine-MΓΆller
  • πŸ“ Interactive Linear Algebra - Dan Margalit and Joseph Rabinoff
  • πŸ“ Linear Algebra, Infinite Dimensions, and Maple - James Herod
  • πŸ“– Linear Algebra Done Right - Sheldon Axler

Ring Theory

  • πŸ“ Foundations of Module and Ring Theory - Robert Wisbauer (University of DΓΌsseldorf)

Galois Theory

  • πŸ“ An Introduction to Galois Theory - Andrew Baker (University of Glasgow)
  • πŸ“ Fields and Galois Theory - J.S. Milne
  • πŸ“ Galois theory - Miles Reid
  • πŸ“ Galois Theory - Ian Stewart
  • πŸ“ Galois Theory β€” Tom Leinster (University of Edinburgh)

Lie Algebras

  • πŸ“ Lie Algebras - Shlomo Sternberg

Combinatorics

  • πŸ“ Basic Combinatorics - Carl G. Wagner (University of Tennessee)
  • πŸ“ Applied Combinatorics - Mitchel T. Keller, William T. Trotter
  • πŸ“ Notes on Combinatorics - Peter J. Cameron
  • πŸ“ Analytic Combinatorics - Philippe Flajolet, Robert Sedgewick
  • πŸ“ generatingfunctionology - Herbert Wilf

Graph Theory

  • πŸ“ Graph Theory: Lecture Notes - Christopher Griffin
  • πŸ“ Graph Theory - Reinhard Diestel
  • πŸ“ Graph Theory : Interactive Algorithm Visualizer | Graph Theory Learning Platform - Hadjoudj Mohammed Islam

Geometry and Topology

  • πŸ“ Fundamentals of Geometry - Oleg A. Belyaev
  • πŸ“ A=B - M. Petkovsek, H. Wilf, D. Zeilberger
  • πŸ“ Elements - Euclid
  • πŸ“ Euclid's Elements Redux - Daniel Callahan
  • πŸ“ Mathematical Illustrations - Bill Casselman
  • πŸ“ Byrne's Euclid - Oliver Byrne
  • πŸ“ Plane Geometry - George Wentworth and David Eugene Smith (1913)
  • πŸ“ Planes and Spherical Trigonometry - George Wentworth and David Eugene Smith (1915)
  • πŸ“ Coordinate Geometry - Henry Buchard Fine and Henry Dallas Thompson (1911)
  • πŸ“ Analytic Geometry - Lewis Parker Siceloff, George Wentworth, David Eugene Smith (1922)

Differential Geometry

  • πŸ“ Introduction to Differential Geometry - Joel W. Robbin, Dietmar A. Salamon
  • πŸ“ Notes on Differential Geometry and Lie Groups - Jean Gallier (University of Pennsylvania)
  • πŸ“ Topics in Differential Geometry - Peter W. Michor
  • πŸ“ Lectures on Differential Geometry - Wulf Rossmann
  • πŸ“ An Introduction to Riemannian Geometry - Sigmundur Gudmundsson (Lund University)
  • πŸ“ The Geometry and Topology of Three-Manifolds - W. Thurston
  • πŸ“ Semi-Riemann Geometry and General Relativity - Shlomo Sternberg
  • πŸ“ Discrete Differential Geometry - Keenan Crane

Algebraic Geometry

  • πŸ“ A Brief Introduction to Algebraic Geometry - R.C. Churchill
  • πŸ“ Introduction to Algebraic Geometry - Igor V. Dolgachev
  • πŸ“ Foundations of Algebraic Geometry - Ravi Vakil
  • πŸ“ Algebraic Geometry - Jean Gallier, Stephen S. Shatz (University of Pennsylvania)
  • πŸ“ Algebraic Geometry - J.S. Milne
  • πŸ“ Algebraic Geometry - Andreas Gathmann (University of Kaiserslautern)
  • πŸ“ The Stacks Project - Maintained by Aise Johan de Jong (Columbia)

Algebraic Statistics

  • πŸ“ Lectures on Algebraic Statistics - Mathias Drton, Bernd Sturmfels, Seth Sullivant
  • πŸ“ An Introduction to Algebraic Statistics - Cristiano Bocci, Luca Chiantini and Anthony V. Geramita
  • πŸ“ Algebraic Statistics - Karl-Heinz Zimmermann
  • πŸ“ Algebraic Statistics for Computational Biology - Pachter, and Sturmfels.

Topology

  • πŸ“ General Topology - Stephen Willard
  • πŸ“ Elementary Applied Topology - Robert Ghrist (UPenn)
  • πŸ“ Introduction to Topology
  • πŸ“ Introduction to Topology - Alex KΓΌronya
  • πŸ“ Introductory Topology - Jim L. Brown
  • πŸ“ General Topology - Pierre Schapira (Paris VI University)
  • πŸ“ Elementary Topology Problem Textbook
  • πŸ“ General Topology - Jesper M. MΓΈller
  • πŸ“ Topology Topics

Algebraic Topology

  • πŸ“ Algebraic Topology - Allen Hatcher
  • πŸ“ A Concise Course in Algebraic Topology - J. P. May
  • πŸ“ Introduction to Algebraic Topology - Martin Cadek
  • πŸ“ Algebra and Topology - Pierre Schapira (Paris VI University)
  • πŸ“ Lecture Notes in Algebraic Topology - James F. Davis, Paul Kirk (Indiana University)
  • πŸ“ Algebraic Topology - Michael Starbird
  • πŸ“ Lecture Notes on Algebraic Topology - Jie Wu

Analysis

Real Analysis

  • πŸ“ MIT OpenCourseWare Lectures on Calculus - G. Strang
  • πŸ“ Elementary Calculus: An Approach Using Infinitesimals - Professor H. Jerome Keisler
  • πŸ“ An Introduction to Real Analysis - John K. Hunter (University of California at Davis)
  • πŸ“ Introduction to Real Analysis - William F. Trench (Trinity University, Texas)
  • πŸ“ Basic Analysis: Introduction to Real Analysis - JiΕ™Γ­ Lebl
  • πŸ“ Elementary Real Analysis - Thomson, Bruckner
  • πŸ“ Lecture Notes in Real Analysis - Eric T. Sawyer (McMaster University)
  • πŸ“ Real Analysis - C. McMullen
  • πŸ“ Real Analysis for Graduate Students - Richard F. Bass
  • πŸ“ Modern Real Analysis - William P. Ziemer (Indiana University)
  • πŸ“ Mathematical Analysis Vol I - Elias Zakon
  • πŸ“ Mathematical Analysis Vol II - Elias Zakon
  • πŸ“ Advanced Calculus - Lynn Loomis, Schlomo Sternberg
  • πŸ“ Analysis of Functions of a Single Variable - Lawerence Baggett
  • πŸ“ The Calculus of Functions of Several Variables - Dan Sloughter
  • πŸ“ A ProblemText in Advanced Calculus - John M. Erdman
  • πŸ“ Calculus and Linear Algebra. Vol. 1 - Wilfred Kaplan, Donald J. Lewis
  • πŸ“ Calculus and Linear Algebra. Vol. 2 - Wilfred Kaplan, Donald J. Lewis
  • πŸ“ Introduction to Calculus I and II - J.H. Heinbockel
  • πŸ“ Active Calculus - Matt Boelkins
  • πŸ“ Supplements to the Exercises in Chapters 1-7 of Walter Rudin's "Principles of Mathematical Analysis" - George M. Bergman
  • πŸ“ Calculus Made Easy - Silvanus P. Thompson (1910)
  • πŸ“ Elements of Differential and Integral Calculus - William Anthony Granville (1911)
  • πŸ“ Precalculus - Carl Stitz, Jeff Zeager

Harmonic Analysis

  • πŸ“ Harmonic Analysis Lecture Notes - Richard S. Laugesen (University of Illinois at Urbana–Champaign)
  • πŸ“ Harmonic Analysis - W. Schlag
  • πŸ“ Lecture Notes: Fourier Transform and its Applications - Brad Osgood
  • πŸ“ Fourier Analysis - Lucas Illing
  • πŸ“ Mathematics of the Discrete Fourier Transform (DFT) with Audio Applications - Julius O. Smith III (Stanford University)

Complex Analysis

  • πŸ“ Introduction to Complex Analysis - Michael Taylor
  • πŸ“ An Introduction to Complex Analysis and Geometry - John P. D'Angelo (University of Illinois)
  • πŸ“ A First Course in Complex Analysis - Matthias Beck, Gerald Marchesi, Dennis Pixton, Lucas Sabalka
  • πŸ“ A Guide to Complex Variables - Steven G. Krantz
  • πŸ“ Complex Analysis - Charles Walkden
  • πŸ“ Complex Analysis - Christian Berg
  • πŸ“ Complex Variables - R. B. Ash, W.P. Novinger
  • πŸ“ Complex Analysis - Christer Bennewitz
  • πŸ“ Complex Analysis - Donald E. Marshall
  • πŸ“ A Concise Course in Complex Analysis and Riemann Surfaces - Wilhelm Schlag
  • πŸ“ Complex Analysis - G. Cain (Georgia Tech)
  • πŸ“ Complex Analysis - Juan Carlos Ponce Campuzano

Functional Analysis

  • πŸ“ An Introduction to Functional Analysis - Laurent W. Marcoux (University of Waterloo)
  • πŸ“ Functional Analysis: Lecture Notes - Jeff Schenker (Michigan State University)
  • πŸ“ Functional Analysis Lecture Notes - T.B. Ward (University of East Anglia)
  • πŸ“ Functional Analysis - Alexander C. R. Belton
  • πŸ“ Topics in Real and Functional Analysis - Gerald Teschl
  • πŸ“ Functional Analysis - Christian Remling
  • πŸ“ Theory of Functions of a Real Variable - Shlomo Sternberg
  • πŸ“ Functional Analysis - Lawerence Baggett

Measure Theory

  • πŸ“ An Introduction to Measure Theory - Terence Tao (UCLA)
  • πŸ“ Lecture Notes on Measure Theory and Functional Analysis - P. Cannarsa, T. D’Aprile
  • πŸ“ Lecture Notes in Measure Theory - Christer Borell
  • πŸ“ A Crash Course on the Lebesgue Integral and Measure Theory - Steve Cheng
  • πŸ“ Measure Theory - John K. Hunter (University of California at Davis)
  • πŸ“ Measure and Integration - Dietmar A. Salamon (ETH ZΓΌrich)
  • πŸ“ Lecture notes: Measure Theory - Bruce K. Driver

Ordinary Differential Equations

  • πŸ“ Difference Equations To Differential Equations - Dan Sloughter
  • πŸ“ Ordinary Differential Equation - Alexander Grigorian (University of Bielefeld)
  • πŸ“ Ordinary Differential Equations: Lecture Notes - Eugen J. Ionascu
  • πŸ“ Ordinary Differential Equations - Peter Philip
  • πŸ“ Ordinary Differential Equations - Gabriel Nagy
  • πŸ“ Ordinary Differential Equations and Dynamical Systems - Gerald Teschl
  • πŸ“ Notes on Differential Equations - Bob Terrell
  • πŸ“ Elementary Differential Equations - William F. Trench
  • πŸ“ Elementary Differential Equations With Boundary Value Problems - William F. Trench
  • πŸ“ Notes on Diffy Qs: Differential Equations for Engineers - JiΕ™Γ­ Lebl
  • πŸ“ Differential Equations - H. B. Phillips (1922)

Partial Differential Equations

  • πŸ“ Notes on Partial Differential Equations - John K. Hunter (University of California at Davis)
  • πŸ“ Partial Differential Equations: Lecture Notes - Erich Miersemann (Leipzig University)
  • πŸ“ Linear Methods of Applied Mathematics - E. Harrell, J. Herod (Georgia Tech)

Chaos Theory

  • πŸ“ Chaos: Making a New Science - James Gleick
  • πŸ“ Complexity: A Guided Tour - Melanie Mitchell (Oxford University)

Probability and Statistics

Probability Theory

  • πŸ“ Introduction to Probability - Charles M. Grinstead, J. Laurie Snell
  • πŸ“ Introduction to Probability - Dimitri P. Bertsekas, John N. Tsitsiklis (MIT)
  • πŸ“ A Short Introduction to Probability - Dirk P. Kroese (University of Queensland)
  • πŸ“ Probability: Theory and Examples - Rick Durrett
  • πŸ“ Probability and Statistics Cookbook - Matthias Vallentin (UC Berkeley)
  • πŸ“ The Only Probability Cheatsheet You'll Ever Need - William Chen
  • πŸ“ An Introduction to Probability and Random Processes - Gian-Carlo Rota, Kenneth Baclawski
  • πŸ“ Foundations of Constructive Probability Theory - Yuen-Kwok Chan

Statistics

  • πŸ“ Lecture Notes on Statistical Theory - Ryan Martin (University of Illinois)
  • πŸ“ Introduction to Statistics and Data Analysis for Physicists - Gerhard Bohm, GΓΌnter Zech
  • πŸ“ Probability and Mathematical Statistics - Prasanna Sahoo (University of Louisville)
  • πŸ“ Lectures on Statistics - William G. Faris
  • πŸ“ Statistical Theory - Adolfo J. Rumbos
  • πŸ“ Theory of Statistics - James E. Gentle (George Mason University)
  • πŸ“ Theory of Statistics - Joseph C. Watkins (University of Arizona)
  • πŸ“ Glossary of Data Modeling - AI Access
  • πŸ“ 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.
  • πŸ“ NIST Handbook of Statistical Methods - Resource on practical statistics directed towards scientists and engineers.
  • πŸ“ Concepts and Applications of Inferential Statistics - Richard Lowry
  • πŸ“ Rough set data analysis: A road to non-invasive knowledge discovery - Ivo DΓΌntsch, GΓΌnther Gediga
  • πŸ“ Statistical Thinking for the 21st Century - Russell A. Poldrack
  • πŸ“ Odds and Ends: Introducing Probability & Decision with a Visual Emphasis - Jonathan Weisberg
  • πŸ“ Seeing Theory - Daniel Kunin, Jingru Guo, Tyler Dae Devlin, and Daniel Xiang
  • πŸ“ Statistics Done Wrong - Alex Reinhart
  • πŸ“ All of Statistics: A Concise Course in Statistical Inference - Larry Wasserman

Statistical Learning

  • πŸ“ An Introduction to Statistical Learning with Applications in R - Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
  • πŸ“ The Elements of Statistical Learning - Trevor Hastie, Robert Tibshirani, Jerome Friedman
  • πŸ“ Statistical Learning Theory - Percy Liang
  • πŸ“ Reinforcement Learning: An Introduction - Richard S. Sutton, Andrew G. Barto

Stochastic processes

  • πŸ“ Lectures on Stochastic Processes - K. Ito (Tata Institute of Fundamental Research, Bombay)
  • πŸ“ Probability and Stochastic Processes with Applications - Oliver Knill (Harvard University)
  • πŸ“ Stochastic Processes - Amir Dembo (Stanford University)
  • πŸ“ Lecture Notes on Stochastic Processes - Frank NoΓ©, Bettina Keller and Jan-Hendrik Prinz (Freie UniversitΓ€t Berlin)
  • πŸ“ Introduction to Stochastic Processes - Lecture Notes - Gordan Ε½itkoviΔ‡ (University of Texas)
  • πŸ“ Applied Stochastic Processes in science and engineering - Matt Scott (University of Waterloo)
  • πŸ“ An Introduction to Stochastic Processes in Continuous Time - Flora Spieksma (Leiden University)
  • πŸ“ Markov Chains and Mixing Times - David A. Levin, Yuval Peres, Elizabeth L. Wilmer
  • πŸ“ Convergence of Stochastic Processes - David Pollard

Numerical Analysis

  • πŸ“ Introduction to Numerical Analysis - Doron Levy (University of Maryland)
  • πŸ“ A Concise Introduction to Numerical Analysis - Douglas N. Arnold (University of Minnesota)
  • πŸ“ Numerical Analysis - L. Ridgway Scott
  • πŸ“ Lectures In Basic Computational Numerical Analysis - J. M. McDonough (University of Kentucky)
  • πŸ“ Advanced Numerical Methods and Their Applications to Industrial Problems: Adaptive Finite Element Methods - Alfred Schmidt, Arsen Narimanyan
  • πŸ“ Numerical Analysis for Engineers - Douglas Wilhelm Harder
  • πŸ“πŸŽ₯ Advanced Linear Algebra: Foundations to Frontiers - Robert van de Geijn, Margaret Myers (University of Texas at Austin)

Signal processing

  • πŸ“ Introduction to Signal Processing - Sophocles J. Orfanidis (Rutgers University)
  • πŸ“ Foundations of Signal Processing - Martin Vetterli, Jelena Kovacevic, Vivek K Goyal
  • πŸ“ An Introduction to Statistical Signal Processing - Robert M. Gray, Lee D. Davisson
  • πŸ“ Think DSP - Allen B. Downey
  • πŸ“ Linear algebra, signal processing, and wavelets. A unified approach. - Øyvind Ryan (University of Oslo)

Mathematics for Computer Science

  • πŸ“ Mathematics for Computer Science - Eric Lehman, F. Thomson Leighton, Albert R. Meyer
  • πŸ“ Algorithms and Complexity - H. Wilf
  • πŸ“ Lecture Notes on Optimization - Pravin Varaiya
  • πŸ“ Information Theory, Inference, and Learning Algorithms - David J. C. MacKay
  • πŸ“ The Chaos Textbook: Mathematics in the age of the computer - Glenn Elert

Mathematical Biology

  • πŸ“ Mathematical Biology - Jeffrey Chasnov

Mathematical Physics

  • πŸ“ Introduction to Continuum Mechanics - Ray. M. Bowen
  • πŸ“ Mathematical Tools for Physics - James Nearing
  • πŸ“ 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.

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