Best Open Video Playlist for Bayes Theorem Topic | Probability

Question

Please list out the best free available video playlist for Bayes Theorem Topic from Probability as an answer here (only one playlist per answer). We'll then select the best playlist and add to GO classroom video lists. You can add any video playlist link including your own (as long as they are free to access) but standard ones are more likely to be selected as best.

For the full list of selected videos please see here

Answer 1

https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo

Instructor: Joe Blitzstein Sir

Lectures: 1 to 16 covers most of the GATE syllabus for probability.

Description copied from YouTube playlist: Statistics 110 (Probability) has been taught at Harvard University by Joe Blitzstein (Professor of the Practice in Statistics, Harvard University) each year since 2006. Lecture videos, review materials, and over 250 practice problems with detailed solutions are provided. This course is an introduction to probability as a language and set of tools for understanding statistics, science, risk, and randomness. The ideas and methods are useful in statistics, science, engineering, economics, finance, and everyday life. Topics include the following. Basics: sample spaces and events, conditioning, Bayes' Theorem. Random variables and their distributions: distributions, moment generating functions, expectation, variance, covariance, correlation, conditional expectation. Univariate distributions: Normal, t, Binomial, Negative Binomial, Poisson, Beta, Gamma. Multivariate distributions: joint, conditional, and marginal distributions, independence, transformations, Multinomial, Multivariate Normal. Limit theorems: law of large numbers, central limit theorem. Markov chains: transition probabilities, stationary distributions, reversibility, convergence. Prerequisite: single variable calculus, familiarity with matrices.