Statistics
- Books
- O’Reilly: Think Stats:An introduction to Probability and Statistics for Python programmers.
- Introduction to Probability: Textbook for Berkeley’s Stats 134 class, an introductory treatment of probability with complementary exercises.
- Lecture notes for Introduction to Probability: Compiled lecture notes of above textbook, complete with exercises.
- OpenIntro: Statistics: Introductory text book with supplementary exercises and labs in an online portal.
- Think Bayes: An simple introduction to Bayesian Statistics with Python code examples.
- Courses
- edx:Introduction to Statistics: A basic introductory statistics course.
- Coursera: Statistics one : A first course of Statistics from Andrew Conway of Princeton University
- Coursera: Statistics, Making sense of Data: A applied Statistics course that teaches the complete pipeline of statistical analysis.
- MIT:Statistical Thinking and Data Analysis: Introduction to probability, sampling, regression, common distributions, and inference.
- Khan Academy’s Statistics : A wonderful introduction to all things statistics in a very lucid manner .
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