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Linear models and regression theory

Simple and multiple regression in matrix form, the Gauss-Markov theorem, inference on coefficients, diagnostics and model choice.

About 25 hours of study.

Where to learn it

Read
STAT 501: Regression Methods

Penn State Eberly College of Science

Lessons 1–12

Section not checked yet

Watch
MIT 18.650 Statistics for Applications (Fall 2016)

Philippe Rigollet, MIT OpenCourseWare

The lectures on linear regression

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Wrong chapter, dead link, or know something better? Tell us on GitHub.

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