# scrapbook

## scrapbook

- ["Unorganized" Notes](https://stephanosterburg.gitbook.io/scrapbook/master.md): In the words of Steve Jobs, ‘stay hungry and stay foolish’.
- [The Best Public Datasets for Machine Learning and Data Science](https://stephanosterburg.gitbook.io/scrapbook/the-best-public-datasets-for-machine-learning-and-data-science.md): What are the best datasets for machine learning? After scraping the web hours after hours, we have created a great cheat sheet for high quality and diverse machine learning datasets.
- [Practice Coding](https://stephanosterburg.gitbook.io/scrapbook/practice-coding.md)
- [plaid-API project](https://stephanosterburg.gitbook.io/scrapbook/plaid-api-project.md): by Jordan & Stephan
- [Biotech](https://stephanosterburg.gitbook.io/scrapbook/freenome.md)
- [Machine Learning vs. Deep Learning](https://stephanosterburg.gitbook.io/scrapbook/freenome/machine-learning-vs.-deep-learning.md)
- [Machine Learning for Computer Graphics](https://stephanosterburg.gitbook.io/scrapbook/machine-learning-for-computer-graphics.md)
- [Books (on GitHub)](https://stephanosterburg.gitbook.io/scrapbook/books-on-github.md)
- [Ideas/Thoughts](https://stephanosterburg.gitbook.io/scrapbook/ideas-thoughts.md)
- [Ziva for feature animation: Stylized simulation and machine learning-ready workflows](https://stephanosterburg.gitbook.io/scrapbook/ziva-for-feature-animation-stylized-simulation-and-machine-learning-ready-workflows.md): BRIAN ANDERSON - 16 Dec 2022
- [Tools](https://stephanosterburg.gitbook.io/scrapbook/tools.md)
- [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)
- [PRODUCT](https://stephanosterburg.gitbook.io/scrapbook/product.md)
- [Product Strategy](https://stephanosterburg.gitbook.io/scrapbook/product/product-strategy.md)
- [Product Design](https://stephanosterburg.gitbook.io/scrapbook/product/product-design.md)
- [Product Development](https://stephanosterburg.gitbook.io/scrapbook/product/product-development.md)
- [Product Launch](https://stephanosterburg.gitbook.io/scrapbook/product/product-launch.md)
- [of any interest](https://stephanosterburg.gitbook.io/scrapbook/coding/of-any-interest.md)
- [Maya API](https://stephanosterburg.gitbook.io/scrapbook/coding/maya-api.md)
- [Python API](https://stephanosterburg.gitbook.io/scrapbook/coding/maya-api/python-api.md)
- [Python](https://stephanosterburg.gitbook.io/scrapbook/coding/python.md)
- [Understanding Class Inheritance in Python 3](https://stephanosterburg.gitbook.io/scrapbook/coding/python/understanding-class-inheritance-in-python-3.md)
- [100+ Python challenging programming exercises](https://stephanosterburg.gitbook.io/scrapbook/coding/python/untitled.md)
- [coding](https://stephanosterburg.gitbook.io/scrapbook/coding/python/coding.md)
- [Iterables vs. Iterators vs. Generators](https://stephanosterburg.gitbook.io/scrapbook/coding/python/iterables-vs.-iterators-vs.-generators.md)
- [Generator Expression](https://stephanosterburg.gitbook.io/scrapbook/coding/python/generator-expression.md)
- [Stacks (LIFO) / Queues (FIFO)](https://stephanosterburg.gitbook.io/scrapbook/coding/python/stacks-lifo-queues-fifo.md)
- [What does -1 mean in numpy reshape?](https://stephanosterburg.gitbook.io/scrapbook/coding/python/what-does-1-mean-in-numpy-reshape.md)
- [Fold Left and Right in Python](https://stephanosterburg.gitbook.io/scrapbook/coding/python/fold-left-and-right-in-python.md)
- [Flatten a nested list of lists](https://stephanosterburg.gitbook.io/scrapbook/coding/python/flatten-a-nested-list-of-lists.md)
- [Flatten a nested dictionary](https://stephanosterburg.gitbook.io/scrapbook/coding/python/flatten-a-nested-dictionary.md)
- [Traverse A Tree](https://stephanosterburg.gitbook.io/scrapbook/coding/python/tra.md)
- [How to Implement Breadth-First Search](https://stephanosterburg.gitbook.io/scrapbook/coding/python/how-to-implement-breadth-first-search-in-python.md)
- [Breadth First Search](https://stephanosterburg.gitbook.io/scrapbook/coding/python/breadth-first-search.md)
- [Level Order Tree Traversal](https://stephanosterburg.gitbook.io/scrapbook/coding/python/breadth-first-search/level-order-tree-traversal.md)
- [Breadth First Search or BFS for a Graph](https://stephanosterburg.gitbook.io/scrapbook/coding/python/breadth-first-search/breadth-first-search-or-bfs-for-a-graph.md)
- [BFS for Disconnected Graph](https://stephanosterburg.gitbook.io/scrapbook/coding/python/breadth-first-search/bfs-for-disconnected-graph.md)
- [Trees and Tree Algorithms](https://stephanosterburg.gitbook.io/scrapbook/coding/python/trees-and-tree-algorithms.md)
- [Graph and its representations](https://stephanosterburg.gitbook.io/scrapbook/coding/python/graph-and-its-representations.md)
- [Graph Data Structure Interview Questions](https://stephanosterburg.gitbook.io/scrapbook/coding/python/graph-data-structure-interview-questions.md)
- [Graphs in Python](https://stephanosterburg.gitbook.io/scrapbook/coding/python/graphs-in-python.md)
- [GitHub Repo's](https://stephanosterburg.gitbook.io/scrapbook/coding/python/github-repos.md)
- [Python in CG Production](https://stephanosterburg.gitbook.io/scrapbook/coding/python-in-cg-production.md)
- [GLSL/HLSL Shading programming](https://stephanosterburg.gitbook.io/scrapbook/coding/glsl-hlsl-shading-programming.md)
- [Deep Learning Specialization](https://stephanosterburg.gitbook.io/scrapbook/coding/deep-learning-specialization.md)
- [Neural Networks and Deep Learning](https://stephanosterburg.gitbook.io/scrapbook/coding/deep-learning-specialization/deep-learning-specialization.md): deeplearning.ai @ coursera
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/deep-learning-specialization/untitled-2.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/deep-learning-specialization/untitled-1.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/deep-learning-specialization/untitled.md)
- [TensorFlow for AI, ML, and DL](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl.md)
- [Google ML Crash Course](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/google-ml-crash-course.md)
- [TensorFlow C++ API](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/tensorflow-c++-api.md)
- [TensorFlow - coursera](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/tensorflow-coursera.md)
- [Notes](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/notes.md)
- [An Introduction to different Types of Convolutions in Deep Learning](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/an-introduction-to-different-types-of-convolutions-in-deep-learning.md)
- [One by One \[ 1 x 1 \] Convolution - counter-intuitively useful](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/one-by-one-1-x-1-convolution-counter-intuitively-useful.md)
- [SqueezeNet](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/squeezenet.md)
- [Deep Compression](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/deep-compression.md)
- [An Overview of ResNet and its Variants](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/an-overview-of-resnet-and-its-variants.md)
- [Introducing capsule networks](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/introducing-capsule-networks.md)
- [What is a CapsNet or Capsule Network?](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/what-is-a-capsnet-or-capsule-network-1.md)
- [Xception](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/xception.md)
- [TensorFlow Eager](https://stephanosterburg.gitbook.io/scrapbook/coding/intro-to-tensorflow-for-ai-ml-and-dl/tensorflow-eager.md)
- [GitHub](https://stephanosterburg.gitbook.io/scrapbook/coding/github.md)
- [Project README](https://stephanosterburg.gitbook.io/scrapbook/coding/github/project-readme.md)
- [Agile - User Stories](https://stephanosterburg.gitbook.io/scrapbook/coding/agile-user-stories.md)
- [The Open-Source Data Science Masters](https://stephanosterburg.gitbook.io/scrapbook/coding/the-open-source-data-science-masters.md): https://github.com/datasciencemasters/go#python-learning
- [Coding Challenge Websites](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-challenge-websites.md)
- [Coding Interview](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview.md)
- [leetcode python](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/leetcode-python.md)
- [Data Structures](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures.md)
- [Arrays](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/arrays.md)
- [Linked List](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/linked-list.md)
- [Hash Tables](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/hash-tables.md)
- [Trees: Basic](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/trees-basic.md)
- [Heaps, Stacks, Queues](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/heaps-stacks-queues.md)
- [Graphs](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/graphs.md)
- [Shortest Path](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/data-structures/graphs/shortest-path.md)
- [Sorting & Searching](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/sorting-and-searching.md)
- [Depth-First Search & Breadth-First Search](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/sorting-and-searching/depth-first-search-and-breadth-first-search.md)
- [Backtracking](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/sorting-and-searching/backtracking.md)
- [Sorting](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/sorting-and-searching/sorting.md)
- [Dynamic Programming](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/untitled-1.md)
- [Dynamic Programming: Basic](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/untitled-1/dynamic-programming-basic.md)
- [Dynamic Programming: Advanced](https://stephanosterburg.gitbook.io/scrapbook/coding/coding-interview/untitled-1/untitled.md)
- [spaCy](https://stephanosterburg.gitbook.io/scrapbook/coding/spacy.md)
- [Pandas](https://stephanosterburg.gitbook.io/scrapbook/coding/pandas.md)
- [Python Packages](https://stephanosterburg.gitbook.io/scrapbook/coding/python-packages.md)
- [Julia](https://stephanosterburg.gitbook.io/scrapbook/coding/julia.md)
- [jupyter](https://stephanosterburg.gitbook.io/scrapbook/coding/julia/jupyter.md)
- [macos](https://stephanosterburg.gitbook.io/scrapbook/coding/macos.md)
- [CPP](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp.md)
- [Debugging](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/debugging.md)
- [Overview of memory management problems](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/overview-of-memory-management-problems.md)
- [What are lvalues and rvalues?](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/what-are-lvalues-and-rvalues.md)
- [The Rule of Five](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/the-rule-of-five.md)
- [Concurrency](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/concurrency.md)
- [Avoiding Data Races](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/avoiding-data-races.md)
- [Mutex](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/mutex.md)
- [The Monitor Object Pattern](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/the-monitor-object-pattern.md)
- [Lambdas](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/lambdas.md)
- [Maya C++ API Programming Tips](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/maya-c++-api-programming-tips.md)
- [How can I read and parse CSV files in C++?](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/how-can-i-read-and-parse-csv-files-in-c++.md): https://stackoverflow.com/questions/1120140/how-can-i-read-and-parse-csv-files-in-c
- [Cpp NumPy](https://stephanosterburg.gitbook.io/scrapbook/coding/cpp/cpp-numpy.md)
- [Advanced Machine Learning](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning.md): https://www.coursera.org/learn/intro-to-deep-learning/home/welcome
- [Wk 1](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning/wk-1.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning/untitled-3.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning/untitled-2.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning/untitled-1.md)
- [Untitled](https://stephanosterburg.gitbook.io/scrapbook/coding/advanced-machine-learning/untitled.md)
- [Resources](https://stephanosterburg.gitbook.io/scrapbook/data-science/resources.md)
- [Tensorflow C++](https://stephanosterburg.gitbook.io/scrapbook/data-science/tensorflow-c++.md)
- [Computerphile](https://stephanosterburg.gitbook.io/scrapbook/data-science/computerphile.md)
- [Big Data](https://stephanosterburg.gitbook.io/scrapbook/data-science/computerphile/big-data.md)
- [Google ML Crash Course](https://stephanosterburg.gitbook.io/scrapbook/data-science/google-ml-crash-course.md)
- [Kaggle](https://stephanosterburg.gitbook.io/scrapbook/data-science/kaggle-1.md)
- [Data Versioning](https://stephanosterburg.gitbook.io/scrapbook/data-science/kaggle-1/data-versioning.md)
- [The Basics of Rest APIs](https://stephanosterburg.gitbook.io/scrapbook/data-science/kaggle-1/intro-to-apis.md): https://www.kaggle.com/rtatman/careercon-intro-to-apis
- [How to Make an API](https://stephanosterburg.gitbook.io/scrapbook/data-science/kaggle-1/how-to-make-an-api.md)
- [How to deploying your API](https://stephanosterburg.gitbook.io/scrapbook/data-science/kaggle-1/untitled.md)
- [Jupiter Notebook Tips & Tricks](https://stephanosterburg.gitbook.io/scrapbook/data-science/jupiter-notebook-tips-and-tricks.md)
- [Jupyter](https://stephanosterburg.gitbook.io/scrapbook/data-science/jupiter-notebook-tips-and-tricks/jupyter.md)
- [Image Datasets Notes](https://stephanosterburg.gitbook.io/scrapbook/data-science/image-datasets-notes.md)
- [DS Cheatsheets](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets.md)
- [Websites & Blogs](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/websites-and-blogs.md)
- [Q\&A](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/q-and-a.md)
- [Strata](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/strata.md)
- [Data Visualisation](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/data-visualisation.md)
- [Matplotlib etc](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/matplotlib.md)
- [Keras](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/keras.md)
- [Spark](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/spark.md)
- [Probability](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/probability.md)
- [Machine Learning](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/machine-learning.md)
- [Fast Computation of AUC-ROC score](https://stephanosterburg.gitbook.io/scrapbook/data-science/ds-cheatsheets/machine-learning/fast-computation-of-auc-roc-score.md)
- [Data Visualisation](https://stephanosterburg.gitbook.io/scrapbook/data-science/data-viz.md)
- [fast.ai](https://stephanosterburg.gitbook.io/scrapbook/data-science/fast.ai.md)
- [deep learning](https://stephanosterburg.gitbook.io/scrapbook/data-science/fast.ai/deep-learning.md)
- [How to work with Jupyter Notebook on a remote machine (Linux)](https://stephanosterburg.gitbook.io/scrapbook/data-science/fast.ai/how-to-work-with-jupyter-notebook-on-a-remote-machine-linux.md)
- [Up and Running With Fast.ai and Docker](https://stephanosterburg.gitbook.io/scrapbook/data-science/fast.ai/up-and-running-with-fast.ai-and-docker.md)
- [AWS](https://stephanosterburg.gitbook.io/scrapbook/data-science/fast.ai/aws.md)
- [Data Scientist](https://stephanosterburg.gitbook.io/scrapbook/data-science/data-scientist.md)
- [ML for Beginners (Video)](https://stephanosterburg.gitbook.io/scrapbook/data-science/ml-for-beginners-video.md)
- [ML Mastery](https://stephanosterburg.gitbook.io/scrapbook/data-science/ml-mastery.md)
- [Machine Learning Algorithms](https://stephanosterburg.gitbook.io/scrapbook/data-science/ml-mastery/jason-ml-mastery.md)
- [Deep Learning With Python](https://stephanosterburg.gitbook.io/scrapbook/data-science/ml-mastery/deep-learning-with-python.md)
- [web scraping](https://stephanosterburg.gitbook.io/scrapbook/data-science/web-scraping.md)
- [SQL Style Guide](https://stephanosterburg.gitbook.io/scrapbook/data-science/sql.md): https://www.sqlstyle.guide
- [SQL - Tips & Tricks](https://stephanosterburg.gitbook.io/scrapbook/data-science/sql-tips-and-tricks.md)
- [Outdoors](https://stephanosterburg.gitbook.io/scrapbook/thought/outdoors.md)
- [Blog](https://stephanosterburg.gitbook.io/scrapbook/thought/blog.md)
- [markdown](https://stephanosterburg.gitbook.io/scrapbook/thought/blog/markdown.md)
- [How to survive your first day as an On-set VFX Supervisor](https://stephanosterburg.gitbook.io/scrapbook/thought/blog/how-to-survive-your-first-day-as-an-on-set-vfx-supervisor.md): https://www.redhanded.dk/how-to-survive-your-first-day-as-an-on-set-vfx-supervisor/
- [Book Recommendations by Demi Lee](https://stephanosterburg.gitbook.io/scrapbook/thought/book-recommendations-by-demi-lee.md)
- [Skills](https://stephanosterburg.gitbook.io/scrapbook/career/skills.md)
- [learn.co](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co.md): Data Science Bootcamp
- [SQL](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/sql.md)
- [Distribution](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/distribution.md)
- [Hypothesis Testing Glossary](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/hypothesis-testing-glossary.md)
- [Hypothesis Tests](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/hypothesis-tests.md)
- [Hypothesis & AB Testing](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/hypothesis-and-ab-testing.md)
- [Combinatorics Continued and Maximum Likelihood Estimation](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/combinatorics-continued-and-maximum-likelihood-estimation.md)
- [Bayesian Classification](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/bayesian-classification.md)
- [Resampling and Monte Carlo Simulation](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/resampling-and-monte-carlo-simulation.md)
- [Extensions To Linear Models](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/extensions-to-linear-models.md)
- [Time Series](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/time-series.md)
- [Distance Metrics](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/distance-metrics.md)
- [Graph Theory](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/graph-theory.md)
- [Logistic Regression](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/logistic-regression.md)
- [MLE (Maximum Likelihood Estimation)](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/mle-maximum-likelihood-estimation.md)
- [Gradient Descent](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/gradient-descent.md)
- [Decision Trees](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/tree.md)
- [Ensemble Methods](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/ensemble-methods.md)
- [Spark](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/spark.md)
- [Machine Learning](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/machine-learning.md)
- [Deep Learning](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/deep-learning.md)
- [Backpropagation - math notation](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/deep-learning/backpropagation-math-notation.md)
- [PRACTICE DATASETS](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/deep-learning/practice-datasets.md)
- [Big Data](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/deep-learning/big-data.md)
- [Deep Learning Resources](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/deep-learning-resources.md)
- [DL Datasets](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/dl-datasets.md)
- [DL Tutorials](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/dl-tutorials.md)
- [Keras](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/keras.md)
- [Word2Vec](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/word2vec.md)
- [Word2Vec Tutorial Part 1 - The Skip-Gram Model](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/word2vec/word2vec-tutorial-part-1-the-skip-gram-model.md)
- [Word2Vec Tutorial Part 2 - Negative Sampling](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/word2vec/word2vec-tutorial-part-2-negative-sampling.md)
- [An Intuitive Explanation of Convolutional Neural Networks](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/word2vec/an-intuitive-explanation-of-convolutional-neural-networks.md)
- [Mod 4 Project](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/mod-4-project.md)
- [Presentation](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/mod-4-project/presentation.md)
- [Mod 5 Project](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/mod-5-project.md)
- [Capstone Project Notes](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/capstone-project-notes.md): Fake News
- [Streaming large training and test files into Tensorflow's DNNClassifier](https://stephanosterburg.gitbook.io/scrapbook/career/learn.co/capstone-project-notes/streaming-large-training-and-test-files-into-tensorflows-dnnclassifier.md): https://stackoverflow.com/questions/45828616/streaming-large-training-and-test-files-into-tensorflows-dnnclassifier
- [Carrier Prep](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep.md)
- [The Job Search](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search.md)
- [Building a Strong Job Search Foundation](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/building-a-strong-job-search-foundation.md)
- [Key Traits of Successful Job Seekers](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/key-traits-of-successful-job-seekers.md)
- [Your Job Search Mindset](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/your-job-search-mindset.md)
- [Confidence](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/confidence.md)
- [Job Search Action Plan](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/job-search-action-plan.md)
- [CSC Weekly Activity](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/csc-weekly-activity.md)
- [Managing Your Job Search](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/the-job-search/managing-your-job-search.md)
- [Your Online Presence](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/your-online-presence.md)
- [GitHub](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/your-online-presence/github.md)
- [Building Your Resume](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/building-your-resume.md)
- [Writing Your Resume Summary](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/building-your-resume/writing-your-resume-summary.md)
- [Technical Experience](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/building-your-resume/technical-experience.md)
- [Effective Networking](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking.md)
- [30 Second Elevator Pitch](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/30-second-elevator-pitch.md)
- [Leveraging Your Network](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/leveraging-your-network.md)
- [Building an Online Network](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/building-an-online-network.md)
- [Linkedin For Research And Networking](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/linkedin-for-research-and-networking.md)
- [Building An In-Person Network](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/building-an-in-person-network.md)
- [Opening The Line Of Communication](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/effective-networking/opening-the-line-of-communication.md)
- [Applying to Jobs](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/applying-to-jobs.md)
- [Applying To Jobs Online](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/applying-to-jobs/applying-to-jobs-online.md)
- [Cover Letters](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/applying-to-jobs/cover-letters.md)
- [Interviewing](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing.md)
- [Networking Coffees vs Formal Interviews](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/networking-coffees-vs-formal-interviews.md)
- [The Coffee Meeting/ Informational Interview](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/the-coffee-meeting-informational-interview.md)
- [Communicating With Recruiters And HR Professional](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/communicating-with-recruiters-and-hr-professional.md)
- [Research Before an Interview](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/research-before-an-interview.md)
- [Preparing Questions for Interviews](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/preparing-questions-for-interviews.md)
- [Phone And Video/Virtual Interviews](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/phone-and-video-virtual-interviews.md)
- [Cultural/HR Interview Questions](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/cultural-hr-interview-questions.md)
- [The Salary Question](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/the-salary-question.md)
- [Talking About Apps/Projects You Built](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/talking-about-apps-projects-you-built.md)
- [Sending Thank You's After an Interview](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interviewing/sending-thank-yous-after-an-interview.md)
- [Technical Interviewing](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/technical-interviewing.md)
- [Technical Interviewing Formats](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/technical-interviewing/technical-interviewing-formats.md)
- [Code Challenge Best Practices](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/technical-interviewing/code-challenge-best-practices.md)
- [Technical Interviewing Resources](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/technical-interviewing/technical-interviewing-resources.md)
- [Communication](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/communication.md)
- [Following Up](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/communication/following-up.md)
- [When You Haven't Heard From an Employer](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/communication/when-you-havent-heard-from-an-employer.md)
- [Job Offers](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/job-offers.md)
- [Approaching Salary Negotiations](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/job-offers/approaching-salary-negotiations.md)
- [Staying Current in the Tech Industry](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/staying-current-in-the-tech-industry.md)
- [Module 6 Post Work](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/module-6-post-work.md)
- [Interview Prep](https://stephanosterburg.gitbook.io/scrapbook/career/carrer-prep/interview-prep.md)
- [Text Classification](https://stephanosterburg.gitbook.io/scrapbook/projects/text-classification.md)
- [TERRA-REF](https://stephanosterburg.gitbook.io/scrapbook/projects/terra-ref.md)
- [saildrone](https://stephanosterburg.gitbook.io/scrapbook/projects/saildrone.md)
- [AI/ML](https://stephanosterburg.gitbook.io/scrapbook/ai-ml.md)
- [3deeplearning](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning.md)
- [Fast and Deep Deformation Approximations](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/fast-and-deep-deformation-approximations.md)
- [Compress and Denoise MoCap with Autoencoders](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/compress-and-denoise-mocap-with-autoencoders.md)
- [‘Fast and Deep Deformation Approximations’ Implementation](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/fast-and-deep-deformation-approximations-implementation.md)
- [Running a NeuralNet live in Maya in a Python DG Node](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/running-a-neuralnet-live-in-maya-in-a-python-dg-node-1.md)
- [Implement a Substance like Normal Map Generator with a Convolutional Network](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/implement-a-substance-like-normal-map-generator-with-a-convolutional-network.md)
- [Deploying Neural Nets to the Maya C++ API](https://stephanosterburg.gitbook.io/scrapbook/3deeplearning/deploying-neural-nets-to-the-maya-c++-api.md)
- [Tools/Plugins](https://stephanosterburg.gitbook.io/scrapbook/tools-plugins.md)
- [AR/VR](https://stephanosterburg.gitbook.io/scrapbook/ar-vr.md)
- [Game Engine](https://stephanosterburg.gitbook.io/scrapbook/game-engine.md)
- [Rigging](https://stephanosterburg.gitbook.io/scrapbook/rigging.md)
- [Deformer Ideas](https://stephanosterburg.gitbook.io/scrapbook/rigging/deformer-ideas.md)
- [Research](https://stephanosterburg.gitbook.io/scrapbook/rigging/research.md)
- [brave rabbit](https://stephanosterburg.gitbook.io/scrapbook/rigging/brave-rabbit.md)
- [Useful Rigging Links](https://stephanosterburg.gitbook.io/scrapbook/rigging/useful-rigging-links.md)
- [Maya](https://stephanosterburg.gitbook.io/scrapbook/maya.md)
- [Optimizing Node Graph for Parallel Evaluation](https://stephanosterburg.gitbook.io/scrapbook/maya/optimizing-node-graph-for-parallel-evaluation.md)
- [Houdini](https://stephanosterburg.gitbook.io/scrapbook/untitled.md)
- [Stuff](https://stephanosterburg.gitbook.io/scrapbook/untitled/stuff.md)
- [Popular Built-in VEX Attributes (Global Variables)](https://stephanosterburg.gitbook.io/scrapbook/untitled/popular-built-in-vex-attributes-global-variables.md)