Advanced Linear Models for Data Science 1: Least Squares
This course is part of Advanced Statistics for Data Science Specialization
Instructor: Brian Caffo, PhD
Skills you'll gain
There are 6 modules in this course
- 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.
One and two parameter regression
Linear regression
General least squares
Least squares examples
Bases and residuals
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