Machine Learning Systems

Bug-tracking for Jeff's algorithms book, notes, etc.

A CSS course to turn you into a magician.

《Machine Learning Systems: Design and Implementation》 (V2 is launching soon）

:book:【译】UCB CS61a SICP Python

An Infinitely Large Napkin

Literature for the self-taught AI practitioner! 📚

Mission: To provide a high-quality open content data structures textbook that is both mathematically rigorous and provides complete implementations.

XML sources of SICP and SICP JS, and support for generating Interactive SICP JS, PDF, e-book and comparison editions

Open sourece medical books in LaTeX. LaTeX写的中文开源医学书籍

Probability and Statistics for Data Science: A self-contained introduction to probability and statistics for data science, including a free pdf, 103 Python notebooks using 23 real-world datasets, 118 videos with slides, and solutions to 200 exercises

📖An interactive companion to the well-received textbook 'Introduction to Econometrics' by Stock & Watson (2015)

📚 An open-source textbook written at the college level. OpenIntro also offers a second college-level intro stat textbook and also a high school variant.

A curated list of awesome machine learning frameworks, libraries, courses, books and many more.

My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman

Tutorials, datasets, and other material associated with textbook "A First Course in Network Science" by Menczer, Fortunato & Davis

:book: [译] UCB CS61b Java 中的数据结构

A free online interactive resource/textbook for high school students learning about computer science.

:book: [译] UCB DATA8 计算与推断思维

A modernized and annotated code companion to Paul Graham's "On Lisp".

PreTeXt: an authoring and publishing system for scholarly documents

Scientific Computing for Chemists with Python is a free book for teaching basic coding skills to chemists using Python, Jupyter notebooks, and the other Python software. This textbook teaches a variety of Python packages including NumPy, SciPy, matplotlib, pandas, seaborn, nmrglue, SymPy, scikit-image, scikit-learn, and others.

Handbook of Marine Craft Hydrodynamics and Motion Control is an extensive study of the latest research in marine craft hydrodynamics, guidance, navigation, and control (GNC) systems.

Jupyter notebooks for summarizing and reproducing the textbook "The Elements of Statistical Learning" 2/E by Hastie, Tibshirani, and Friedman

Introduction to Cultural Analytics & Python, course website and online textbook powered by Jupyter Book

Compose papers, dissertations, textbooks, novels, newspapers etc. quicker using abstractions to the standard LaTeX document classes - or create your own classes easily.

Project page for "The Debugging Book"

An open textbook for Discrete Mathematics, as taught at the University of Northern Colorado

Learning Data Science, a textbook.

Nonlinear Dynamics: A concise introduction interlaced with code