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Advanced Linear Models for Data Science 1

Advanced Statistics for Data Science,

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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Rating 4.0★ based on 26 ratings
Length 7 weeks
Effort 6 weeks of study, 1-2 hours/week
Starts Jul 3 (43 weeks ago)
Cost $29
From Johns Hopkins University via Coursera
Instructor Brian Caffo, PhD
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Mathematics
Tags Data Science Math And Logic Probability And Statistics

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What people are saying

linear algebra

Everything was explained clearly through linear algebra topic.

Nevertheless the material seems to be taken here and there from other courses/specialisations so you often have the feeling that you are missing something that may have been said in a previous lesson that does not belong to this course (and I am not talking about basic linear algebra stuff) or you wonder "what are we trying to prove?

Linear algebra should be your second language as it is assumed to be mastered.

I enjoyed the math and it helped me to review my linear algebra and got new intuitions on linear regression.

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good course

Overall it's a good course, very interesting topic, made harder by material that is a bit collected here and there and put together without the care the subject would require.

Good course.

Hoping to learn BLUE, GAMs in part 2. good course!

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Rating 4.0★ based on 26 ratings
Length 7 weeks
Effort 6 weeks of study, 1-2 hours/week
Starts Jul 3 (43 weeks ago)
Cost $29
From Johns Hopkins University via Coursera
Instructor Brian Caffo, PhD
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Mathematics
Tags Data Science Math And Logic Probability And Statistics

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