99.73 Percent

Probability and statistics, taught the way they should be seen.

Most students meet probability and statistics as a list of formulas to memorize. On this channel, we take the opposite path: every concept is built visually, from the ground up, until the mathematics feels inevitable rather than arbitrary.

The material follows a standard undergraduate curriculum — random variables, distributions, expectation and variance, joint behaviour, limit theorems, and statistical inference — and is equally suited to anyone who needs statistics for their work or simply wants to understand it properly.

Each episode is animated from scratch and grows out of many years of teaching this material as a university professor, with careful attention to notation, rigour, and the intuition that usually gets left out of textbooks.

New lessons published regularly.