Principles and Techniques of Data Science

By Sam Lau, Joey Gonzalez, and Deb Nolan.

This is the textbook for Data 100, the Principles and Techniques of Data Science course at UC Berkeley.

Data 100 is the upper-division, semester-long data science course that follows Data 8, the Foundations of Data Science.

The contents of this book are licensed for free consumption under the following license: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)

Note: The book is undergoing major updates to more closely follow current iterations of Data 100. Chapters have moved, and new chapters will be added. Content under construction is marked as [In progress].