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Advanced Linear Models for Data Science 1 : Linear Models (Coursera)

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.