All videos here: http://www.zstatistics.com/

See the whole regression series here:
   • Regression series (10 videos)  

It's a long one, but feel free to use the hyperlinks below to skip to the bit of particular interest.

Intro 0:00
Dataset described 1:07
Quick Recap (feel free to skip) 2:43

ANOVA SECTION 10:05
SS sum of squares 11:08
Rsquared 12:29
df degrees of freedom 13:43
MS mean square 14:20
Ftest 14:36
pvalue 16:04
SER or Root MSE 16:32

VARIABLES SECTION 19:19
Coefficients 20:51
Standard error 24:33
tstatistic 25:16
pvalue 26:14
95% Confidence interval 32:00