> For the complete documentation index, see [llms.txt](https://stephanosterburg.gitbook.io/scrapbook/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://stephanosterburg.gitbook.io/scrapbook/math.md). # math - [Papers](https://stephanosterburg.gitbook.io/scrapbook/math/papers.md) - [Math for ML (coursera)](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml.md): https://www.coursera.org/learn/linear-algebra-machine-learning/home/welcome - [Linear Algebra](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra.md) - [Wk1](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra/wk1.md) - [Wk2](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra/wk2.md) - [Wk3](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra/wk3.md) - [Wk4](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra/wk4.md) - [Wk5](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/linear-algebra/wk5.md): eigenvalues and eigenvectors - [Multivariate Calculus](https://stephanosterburg.gitbook.io/scrapbook/math/math-for-ml/multivariate-calculus.md) - [Improving your Algorithms & Data Structure Skills](https://stephanosterburg.gitbook.io/scrapbook/math/improving-your-algorithms-and-data-structure-skills.md) - [Algorithms](https://stephanosterburg.gitbook.io/scrapbook/math/algorithms.md) - [Algorithms (MIT)](https://stephanosterburg.gitbook.io/scrapbook/math/mit-intro-to-algorithms.md): Notes to the lecture videos - [Lecture 1: Algorithmic Thinking, Peak Finding](https://stephanosterburg.gitbook.io/scrapbook/math/mit-intro-to-algorithms/lecture-1-algorithmic-thinking-peak-finding.md) - [Algorithms (khan academy)](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy.md): https://www.khanacademy.org/computing/computer-science/algorithms - [Binary Search](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/binary-search.md) - [Asymptotic notation](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/asymptotic-notation.md) - [Sorting](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/sorting.md) - [Insertion sort](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/insertion-sort.md) - [Recursion](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/recursion.md) - [Solve Hanoi recursively](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/solve-hanoi-recursively.md) - [Merge Sort](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/merge-sort.md) - [Representing graphs](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/representing-graphs.md) - [The breadth-first search algorithm](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/the-breadth-first-search-algorithm.md) - [Breadth First Search in JavaScript](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/breadth-first-search-in-javascript.md) - [Breadth-first vs Depth-first Tree Traversal in Javascript](https://stephanosterburg.gitbook.io/scrapbook/math/algorithm-khan-academy/breadth-first-vs-depth-first-tree-traversal-in-javascript.md) - [Algorithms (udacity)](https://stephanosterburg.gitbook.io/scrapbook/math/algorithms-udacity.md) - [Social Network](https://stephanosterburg.gitbook.io/scrapbook/math/algorithms-udacity/social-network.md) - [Udacity](https://stephanosterburg.gitbook.io/scrapbook/math/udacity.md) - [Linear Algebra Refresher /w Python](https://stephanosterburg.gitbook.io/scrapbook/math/udacity/linear-algebra-refresher-w-python.md) - [math-notes](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes.md) - [functions](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/functions.md) - [differential calculus](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/differential-calculus.md) - [derivative](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/derivative.md) - [extras](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/extras.md) - [Exponentials & logarithms](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/logarithms.md) - [Trigonometry](https://stephanosterburg.gitbook.io/scrapbook/math/math-notes/trigonometry.md): https://en.wikipedia.org/wiki/Trigonometry - [Probability (MIT)](https://stephanosterburg.gitbook.io/scrapbook/math/probability-mit.md) - [Unit 1](https://stephanosterburg.gitbook.io/scrapbook/math/probability-mit/unit-1.md) - [Probability Models and Axioms](https://stephanosterburg.gitbook.io/scrapbook/math/probability-mit/unit-1/probability-mit.md) - [Mathematical background: Sets; sequences, limits, and series; (un)countable sets.](https://stephanosterburg.gitbook.io/scrapbook/math/probability-mit/unit-1/mathematical-background-sets-sequences-limits-and-series-un-countable-sets..md) - [Statistics and probability (khan academy)](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability.md) - [Analyzing categorical data](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/analyzing-categorical-data.md) - [Describing and comparing distributions](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/describing-and-comparing-distributions.md) - [Outliers Definition](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/outliers-definition.md) - [Mean Absolute Deviation (MAD)](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/mean-absolute-deviation-mad.md) - [Modeling data distribution](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/modeling-data-distribution.md) - [Exploring bivariate numerical data](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/untitled.md) - [Study Design](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/study-design.md) - [Probability](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/probability.md) - [Counting, permutations, and combinations](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/counting-permutations-and-combinations.md) - [Binomial variables](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/binomial-variables.md) - [Binomial Distribution](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/binomial-variables/binomial-distribution.md) - [Binomial mean and standard deviation formulas](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/binomial-variables/binomial-mean-and-standard-deviation-formulas.md) - [Geometric random variable](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/binomial-variables/geometric-random-variable.md) - [Central Limit Theorem](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/central-limit-theorem.md) - [Significance Tests (hypothesis testing)](https://stephanosterburg.gitbook.io/scrapbook/math/statistics-and-probability/significance-tests-hypothesis-testing.md) - [Statistics (hackerrank)](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank.md) - [Mean, Medium, Mode](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/mean-medium-mode.md) - [Weighted Mean](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/weighted-mean.md) - [Quartiles](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/quartiles.md) - [Standard Deviation](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/standard-deviation.md) - [Basic Probability](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/basic-probability.md) - [Conditional Probability](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/conditional-probability.md) - [Permutations & Combinations](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/permutations-and-combinations.md) - [Binomial Distribution](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/binomial-distribution.md) - [Negative Binomial](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/negative-binomial.md) - [Poisson Distribution](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/poisson-distribution.md) - [Normal Distribution](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/normal-distribution.md) - [Central Limit Theorem](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/central-limit-theorem.md) - [Important Concepts in Bayesian Statistics](https://stephanosterburg.gitbook.io/scrapbook/math/hackerrank/important-concepts-in-bayesian-statistics.md)