Free Books for learning Data Science, Data Visualization, and Machine Learning.
- Free Data Science Books Archive https://www.learndatasci.com/free-data-science-books/
- Data Visualization - Kieran Healy https://socviz.co
- Fundamentals of Data Visualization - Claus O Wilke https://clauswilke.com/dataviz/
- Introduction to Probability for Data Science https://probability4datascience.com/index.html
- Free and Open Computational Thinking (Julia) https://computationalthinking.mit.edu/Spring21/
- Julia Data Science - https://juliadatascience.io
- Julia Academy - Online courses (it's kind of like a book, just go with it) - https://juliaacademy.com
- R for data science - Hadley Wickam https://r4ds.had.co.nz
- Advanced R - Hadley Wickam http://adv-r.had.co.nz
- R Packages - Hadley Wickam https://r-pkgs.org
- Satistical Inference via Data Science with Tidyversee - https://moderndive.com
- An introduction to Empirical Bayes - David Robinson - https://drob.gumroad.com/l/empirical-bayes
- Python for Data Analysis, 3rd Edition https://wesmckinney.com/book/
- Automate the boring stuff https://automatetheboringstuff.com
- Learn more Python the Hard way - https://learncodethehardway.org/more-python-book/
- Python 3 Recipes, Patterns, Idioms - https://python-3-patterns-idioms-test.readthedocs.io/en/latest/index.html
- Elements of Statistical Learning - Hastie, et al. https://hastie.su.domains/ElemStatLearn/
- Information Theory, Inference, and Learning Algorithms http://www.inference.org.uk/itprnn/book.pdf
- Bayesian Modeling and Computation in Python https://bayesiancomputationbook.com/welcome.html
- Bayesian Reasoning and Machine Learning - David Barber http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/200620.pdf
- Gaussian Processes for Machine Learning Rasmussen, et al. - http://www.gaussianprocess.org/gpml/chapters/
- Reinforcement Learning: an Introduction - Sutton- http://incompleteideas.net/book/RLbook2020.pdf
I include this here because I use computer graphics libraries for my data science explainers.
- Computer Graphics From Scratch - https://www.gabrielgambetta.com/computer-graphics-from-scratch/
- Introduction to Computer Graphics - https://math.hws.edu/graphicsbook/
- Physically Based Rendering https://pbr-book.org/3ed-2018/contents
- Applied Combinatorics https://www.rellek.net/book/app-comb.html