Math
February 15, 2020 · View on GitHub
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- Map of Mathematics
- Geometric Algebra - Video
- https://www.maths.cam.ac.uk/documents/reading-list.pdf/
- The Matrix Calculus You Need For Deep Learning
- Matrix Cookbook
- Ask HN: Are There Books for Mathematics Like Feynman's Lectures on Physics?
- Gamedev Tutorial: Trigonometry Basics – Sine & Cosine
- Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares Stephen Boyd and Lieven Vandenberghe
- Calculus is Deeply Irrational
- http://www.feynmanlectures.caltech.edu/I_22.html
- Curve Fitting
- Information Theory for Intelligent People
- What is (Gaussian) curvature?
- A Mathematician's Apology
- A Mathematician’s Lament
- Discrete Differential Geometry: An Applied Introduction
- Math Foundations: An Insight into Mathematics- 79 Videos
- Ask HN: Best way to relearn basic math?
- Graphs and Geometry - Laszlo Lovasz
- MIT 18.085 Computational Science
- Foundations of Mathematics
- Discrete Mathematics and Functional Programming
- Siraj Raval Links to Several Math Cheatsheets
- Mathematics Cheat Sheet
- Set Theory and Foundations of Mathematics
- Self Studying the MIT Applied Math Curriculum
- The 15 Most Famous Transcendental Numbers
- Viewing Matrices & Probability as Graphs
- http://tutorial.math.lamar.edu/Classes/DE/Definitions.aspx
- Finite Calculus: A Tutorial for Solving Nasty Sums
- Notes on Discrete Math - Yale
- How to write math
- http://www.people.vcu.edu/~dcranston/490/handouts/math-read.html
- HOW TO LEARN ADVANCED MATHEMATICS WITHOUT HEADING TO UNIVERSITY - PART 3
- Paul's Online Math Notes
- https://www.reddit.com/r/gamedev/comments/4525xs/understanding_2d_transformations_maths_for_gamedev/
- https://gist.github.com/bishboria/8326b17bbd652f34566a - Graduate texts in mathematics
- Ask HN: A Good Book About Statistics?
- http://news.ycombinator.com/item?id=10208861 The Math I Learned After I Thought Had Already Learned Math
- http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
- http://www.math.uah.edu/stat
- Calculus Learning Guide
- Chicago undergraduate mathematics bibliography
- Guide to Writing Mathematics
- http://jeremykun.com/2015/06/08/methods-of-proof-diagonalization
- http://news.ycombinator.com/item?id=8348769 - How Not to Lie with Statistics: Avoiding Common Mistakes (1986) [pdf]
- http://proofs.wiki/Main_Page
- http://blog.circuitsofimagination.com/2015/02/15/Markov-Chains.html
- http://news.ycombinator.com/item?id=9040051 - An Introduction to the Central Limit Theorem
- http://www.countbayesie.com/blog/2015/2/21/variance-co-variance-and-correlation
- http://web.mit.edu/18.06/www/videos.shtml
- http://classmill.com/jennathompson/introduction-to-algebra
- Mathematics for Computer Science
Books
Linear Algebra
- MIT 18.06 - Gilbert Strang Fall 2011
- Relearning Matrices as Linear Functions
- https://dhruvp.netlify.com/2018/12/31/matrices/
- 3Blue1Brown
- An Intuitive Derivation of Eigenvectors
- Eigenvectors and Eigenvalues
- The Essence of Linear Algebra
- http://jadagul.tumblr.com/post/145201618713/linear-programming-how-does-it-work
- http://nolaymanleftbehind.wordpress.com/2011/07/10/linear-algebra-what-matrices-actually-are
- Linear Algebra: What Matrices are
- Interactive Linear Algebra
Linear Algebra Books
- Linear Algebra - Jim Hefferon - Free
- Linear Algebra - UC Davis - Free
- Linear Algebra Done Wrong - Free
- Linear Algebra Done Right
Bayes
- How to become a Bayesian in eight easy steps
- http://news.ycombinator.com/item?id=10529681
- http://blog.rokkincat.com/machine-learning-bayes
- http://allendowney.blogspot.com/2016/03/ive-been-busy-with-other-projects-so-i.html
- https://www.countbayesie.com/blog/2016/5/1/a-guide-to-bayesian-statistics
- http://allendowney.blogspot.com/2016/05/learning-to-love-bayesian-statistics.html
Markov Chains
- A Zero-Math Introduction to Markov Chain Monte Carlo Methods
- Markov Chains Explained Visually
- http://ocw.mit.edu/courses/aeronautics-and-astronautics/16-410-principles-of-autonomy-and-decision-making-fall-2010/lecture-notes/MIT16_410F10_lec20.pdf
Statistics
- http://r-statistics.co/Statistical-Tests-in-R.html
- http://www.stat.cmu.edu/~larry/all-of-statistics/index.html
- http://students.brown.edu/seeing-theory/?vt=4