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Resources

Getting Started with Python Programming

CS 61A Textbook

Sequoia’s Book

Guides and Practice Problems by Topic

Data Science Coding

Intro to Data Science (mainly teaches numpy package): Data 8 Textbook

Principles and Techniques of Data Science (Teaches pandas, sql, regex, modeling, etc.): Data 100 Textbook

Data Science Library Reference

SQL: SQL Cheat Sheet

Pandas: Learn Pandas (A set of lessons providing an overview of the Pandas library).

Numpy: Basic Numpy Reference

Probability

Intro to Probability: Stats 88 Textbook

Probability for Data Science: Stats 140 Textbook

Summary of major distributions and probability theories: Stats 140 Final Reference Sheet