Khan Academy on a Stick
Proof (part 3) minimizing squared error to regression line
Proof (Part 3) Minimizing Squared Error to Regression Line
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Proof (Part 3) Minimizing Squared Error to Regression Line
If the above player doesn't work, try this direct link.