Statistics

TODO

Articles

• The Ten Best Ideas in Statistics

• What are the most important statistical ideas of the past 50 years?

• Logistic Regression from scratch

• A Primer on Private Statistics – Part I

• Top 10 Ideas in Statistics That Have Powered the AI Revolution

• Bayes’ Theorem Intuition

Books

• Statistics Done Wrong (Alex Reinhart)

• Introduction to Modern Statistics (Mine Çetinkaya-Rundel and Johanna Hardin)

Courses / Videos

• Introduction to Statistics

• Statistics with Python

• Statistics with R

• Statistical mechanics of deep learning - Surya Ganguli

• At the Interface of Algebra and Statistics

Links

• Национальный статистический комитет Республики Беларусь

• Statistical Thinking for the 21st Century

• Learning Statistics with R

• Understanding Statistical Power and Significance Testing (an interactive visualization)

• ThinkStats2

• Awesome Bayesian Statistics