02. Relevant videos
Bayes theorem
- Medical Tests, Bayes’ Theorem, and How a First Guess Can Lead to an Absurdity
- The Bayesian Trap
- All About that Bayes: Probability, Statistics, and the Quest to Quantify Uncertainty – Kristin Lennox , Lawrence Livermore National Laboratory
- Bayes theorem, the geometry of changing beliefs, by Grant Sanderson
- A visual guide to Bayesian thinking, by Julia Galef
- How to systematically approach truth – Bayes’ rule
- Bayesian Statistics with Hannah Fry
- Bayes’ Theorem Made Easy: Intuitive Explanation for Data Scientists, by Emma Ding
- Introduction to Bayesian Statistics – A Beginner’s Guide, by Woody Lewenstein
- The medical test paradox, and redesigning Bayes’ rule, by Grant Sanderson
- Introduction to Bayes’ Theorem
- Bayesian Logic at the Vet: A Brainteaser
- Why Bayes’ Theorem is Important: Part 1
- Why Bayes’ Theorem is Important: Part 2
- Why Bayes’ Theorem is Important: Part 3A
- Why Bayes’ Theorem is Important: Part 3B
- The Most Important Concept in Probability: Bayes’ Theorem (Part 1)
- Make Better Decisions With Less Data – Bayesian Statistics (Part 2)
- Bayes’ Theorem, Clearly Explained!!!!, Josh Starmer
Bayesian statistics
Frequentist hypothesis testing
- What’s a P-value?
- Statistical Significance
- How NOT to Use Statistical Significance
- Type I and Type II Errors in Hypothesis Testing
- One-Tailed vs. Two-Tailed Hypothesis Tests
- Beta and the Power of a Hypothesis Test
- Calculating the Power of a Hypothesis Test: Examples
- Why Do Physicists Require 5 Sigma for Discovery, But Only 2 Sigma for Exclusion?
- Global vs. Local P-values
- So, What Does “4.2 sigma” Mean? (And What About “3 sigma” and “5 sigma”?)
- Getting a Feel for the Meaning of “1 sigma”, “2 sigma”…”5 sigma”
- Introduction to the Chi-Squared Distribution
- Frequentists vs. Bayesians
- What’s a 95% Confidence Interval?
Bayesian hypothesis testing
