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Expand Up @@ -309,6 +309,7 @@ A curated list of awesome mathematics resources.
* [Immersive Linear Algebra](http://immersivemath.com/ila/index.html) - J. Ström, K. Åström, and T. Akenine-Möller
* [Interactive Linear Algebra](https://textbooks.math.gatech.edu/ila/) - Dan Margalit and Joseph Rabinoff
* [Linear Algebra, Infinite Dimensions, and Maple](https://people.math.gatech.edu/~herod/Hspace/Hspace.html) - James Herod
* [MIT Linear Algebra](https://www.youtube.com/playlist?list=PL221E2BBF13BECF6C) -Gilbert Strang

### Ring Theory

Expand Down Expand Up @@ -423,6 +424,7 @@ A curated list of awesome mathematics resources.
* [Calculus Made Easy](http://calculusmadeeasy.org/) - Silvanus P. Thompson (1910)
* [Elements of Differential and Integral Calculus](http://djm.cc/library/Elements_Differential_Integral_Calculus_Granville_edited_2.pdf) - William Anthony Granville (1911)
* [Precalculus](https://stitz-zeager.com/szprecalculus07042013.pdf) - Carl Stitz, Jeff Zeager
* [NPTEL Real Analysis](https://www.youtube.com/playlist?list=PLbMVogVj5nJSxFihV-ec4A3z_FOGPRCo-) - Prof. S.H. Kulkarni

### Harmonic Analysis

Expand Down Expand Up @@ -501,6 +503,7 @@ A curated list of awesome mathematics resources.
* [The Only Probability Cheatsheet You'll Ever Need](http://www.wzchen.com/probability-cheatsheet/) - William Chen
* [An Introduction to Probability and Random Processes](http://www.ellerman.org/Davids-Stuff/Maths/Rota-Baclawski-Prob-Theory-79.pdf) - Gian-Carlo Rota, Kenneth Baclawski
* [Foundations of Constructive Probability Theory](https://arxiv.org/pdf/1906.01803.pdf) - Yuen-Kwok Chan
* [6.041 Probabilistic Systems Analysis and Applied Probability](https://www.youtube.com/playlist?list=PLUl4u3cNGP61MdtwGTqZA0MreSaDybji8) - John Tsitsiklis(MIT)

### Statistics

Expand All @@ -521,6 +524,9 @@ A curated list of awesome mathematics resources.
* [Seeing Theory](https://seeing-theory.brown.edu/) - Daniel Kunin, Jingru Guo, Tyler Dae Devlin, and Daniel Xiang
* [Statistics Done Wrong](https://www.statisticsdonewrong.com/) - Alex Reinhart
* [All of Statistics: A Concise Course in Statistical Inference](https://link.springer.com/book/10.1007/978-0-387-21736-9) - Larry Wasserman
* [ Statistics for Applications](https://ocw.mit.edu/courses/18-650-statistics-for-applications-fall-2016/) -Prof. Philippe Rigollet
* [Statistical Rethinking 2022](https://youtube.com/playlist?list=PLDcUM9US4XdMROZ57-OIRtIK0aOynbgZN) -Richard Mcelreath
* [Statistics 110 (Probability)](https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo) - Harvard university course taught by Joe Blitzstein

### Statistical Learning

Expand All @@ -541,6 +547,9 @@ A curated list of awesome mathematics resources.
* [Markov Chains and Mixing Times](http://pages.uoregon.edu/dlevin/MARKOV/markovmixing.pdf) - David A. Levin, Yuval Peres, Elizabeth L. Wilmer
* [Convergence of Stochastic Processes](http://www.stat.yale.edu/~pollard/Books/1984book/pollard1984.pdf) - David Pollard

### Calculus
* [MIT Multivariate Calculus](https://www.youtube.com/playlist?list=PL4C4C8A7D06566F38) -Denix Auroux
* [MIT 18.01 Single Variable Calculus](https://www.youtube.com/playlist?list=PLE2215608E2574180) -Prof. David Jerison

## Numerical Analysis

Expand Down Expand Up @@ -568,6 +577,8 @@ A curated list of awesome mathematics resources.
* [Lecture Notes on Optimization](http://people.eecs.berkeley.edu/~varaiya/papers_ps.dir/NOO.pdf) - Pravin Varaiya
* [Information Theory, Inference, and Learning Algorithms](http://www.inference.org.uk/mackay/itila/book.html) - David J. C. MacKay
* [The Chaos Textbook: Mathematics in the age of the computer](https://hypertextbook.com/chaos/) - Glenn Elert
* [Convex Optimization ](http://www.youtube.com/view_play_list?p=3940DD956CDF0622) - Professor Stephen Boyd(Stanford University)
* [MIT 6.042J Mathematics for Computer Science](https://www.youtube.com/playlist?list=PLB7540DEDD482705B) -Instructor(s): Tom Leighton, Marten van Dijk

## Mathematical Biology

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