Think Stats
Allen B. Downey
Learn statistics with Python! Think Stats introduces probability and statistics concepts using real-world examples and computation.
More resources on Introduction to Statistics
Introduction to Probability
Learn the fundamentals of probability with this introductory book by Blitzstein & Hwang. Perfect for statistics beginners!
OpenIntro
Free resources and book
Seeing Theory
Interactive visualizations for probability and stats
Introduction to Statistics
Learn statistics fundamentals with Khan Academy's free introductory course. Master data analysis, probability, and statistical inference!
OpenIntro Statistics
Learn statistics with OpenIntro Statistics! This free book covers introductory topics with clear explanations and examples.
Introduction to Statistics
Stanford's "Introduction to Statistics" teaches you statistical thinking concepts that are essential for learning from data and communicating insights. By the end of the course, you will be able to perform exploratory data analysis, understand key principles of sampling, and select appropriate tests of significance for multiple contexts. You will gain the foundational skills that prepare you to pursue more advanced topics in statistical thinking and machine learning. Topics include Descriptive Statistics, Sampling and Randomized Controlled Experiments, Probability, Sampling Distributions and the Central Limit Theorem, Regression, Common Tests of Significance, Resampling, Multiple Comparisons.