June B3 · 15 sessions · prepare in order

Watch this, then teach that.

Every session mapped to the exact videos that prepare you for it, in the order you should watch them. Tick things off as you go — the page remembers, and always tells you what is next.

Start here

 

0 of 15 sessions prepared

Tick a session once you have watched its videos.

Your two sources, and what each is for

Statistics appears in neither of your Python playlists. It exists in exactly two places, and they are good at different things.

Source one

Data Science playlist — videos 070 to 076

Seven videos, about 10 hours. Same organisation, same teaching style, same 90–110 minute rhythm as your own classes.

  • Use it for probability, the normal distribution, hypothesis testing, and the A/B example
  • Use it to learn delivery — pacing, repetition, which analogies land with this cohort
  • Warning: videos 070, 071 and 072 are titled “Probability” but are actually normal distribution and hypothesis testing

Source two

Udemy — sections 5 to 8

42 lectures, about 9 hours 43 minutes. Tightly structured, short lectures, covers everything the playlist misses.

  • Use it for foundations, all of descriptive statistics, distributions, CLT, confidence intervals and the tests
  • Use it for structure — the section order is close to the order you will teach
  • Warning: §7 has four distribution lectures you can skip — listed at the bottom of this page

Which source covers what

TopicPlaylistUdemyWatch
Types of data, scales, sampling—§5, 6 lecturesUdemy only
Central tendency, dispersion, shapepartial (076)§6, 8 lecturesUdemy
Correlation & covariance—§6, 39 minUdemy only
Probability rules, conditional074, 075§8 (Bayes)Playlist first
Binomial, Poisson, PDF/CDF—§7, 5 lecturesUdemy only
Normal distribution, z-scores072, 073§7, 2 lecturesBoth
Central limit theorem—§7, 11 minUdemy only
Confidence intervals—§8, 8 minUdemy only
Hypothesis testing, p-values070, 071§8, 3 lecturesBoth
t-test, chi-square, ANOVAglancing§8, 8 lecturesUdemy
A/B testing worked example070—Playlist only

The prep track

Fifteen steps in teaching order. Each one lists exactly what to watch, how long it takes, and the one thing to prepare before you stand up.