Advanced Linear Models for Data Science 1: Least Squares

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Welcome to the Advanced Linear Models for Data Science Class 1: Least Squares. This class is an introduction to least squares from a linear algebraic and mathematical perspective. Before beginning the class make sure that you have the following:

  • A basic understanding of linear algebra and multivariate calculus.
  • A basic understanding of statistics and regression models.
  • At least a little familiarity with proof based mathematics.
  • Basic knowledge of the R programming language.

After taking this course, students will have a firm foundation in a linear algebraic treatment of regression modeling. This will greatly augment applied data scientists' general understanding of regression models.

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