This site gives a definition and an example of numerical summaries. Topics include mean, median, quantiles, variance, and standard deviation.
This site gives an explanation, a definition and an example of linear regression. Topics include least-squares, residuals, extrapolation, outliers, and influential observations.
This site gives an explanation, a definition and an example of correlation. Topics include correlation coefficient and rŒ_.