Online Course
Regression Models
Johns Hopkins University via Coursera

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Overview
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Syllabus
This week, we focus on least squares and linear regression.
Week 2: Linear Regression & Multivariable Regression
This week, we will work through the remainder of linear regression and then turn to the first part of multivariable regression.
Week 3: Multivariable Regression, Residuals, & Diagnostics
This week, we'll build on last week's introduction to multivariable regression with some examples and then cover residuals, diagnostics, variance inflation, and model comparison.
Week 4: Logistic Regression and Poisson Regression
This week, we will work on generalized linear models, including binary outcomes and Poisson regression.
Taught by
Brian Caffo
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Reviews
2.5 rating, based on 33 reviews

Brandt completed this course, spending 3 hours a week on it and found the course difficulty to be easy.
Regression Models is the seventh course in the Data Science specialization. As with Statistical Inference, it is taught by Brian Caffo and suffers from the same issues as the preceding course. The course covers least squares, simple linear regression,... 
Esteban completed this course.
As another one said before, I also survived mr. Caffo's courses. He probably is a good researcher and very intelligent man. But SUCKS as a teacher. Dropped the first time and retake it after using other books as sources, then I passed with 100%. The... 
Robert is taking this course right now, spending 3 hours a week on it and found the course difficulty to be hard.
I took this class a couple times hoping there would be some improvement in the presentation and materials. There was not. If you have some understanding of linear regression going in you run the risk of unlearning what you previously understood. Who knew this was possible . They need to completely redo this class. 
Anonymous completed this course.
I agree with a comment above  this class should ideally be completely redone (with a different instructor). The emphasis is on derivation of formulas and techniques, not applications to the real world. Also, the course "textbook" is significantly inferior... 
Steve completed this course, spending 10 hours a week on it and found the course difficulty to be hard.
I took this class last year and don't know if it's changed. I hope so. It tries to cover too much ground given it's only one month long. Another problem was the instructor, Brian Caffo, who seems like a good guy and good researcher, but not an effective... 
Mark is taking this course right now.
I've struggled a lot to figure out what are the points of the topics which are explaining in this course but actually it wasn't any relation between them neither any practical usage. Despite I've learned so many statistics stuffs by having another course... 
Anonymous completed this course.
The lectures are completely worthless and don't tell you what you should look at. Instead, its mathematical formulas with statements like:
"If you run his r statement..."
(5 lines of code with 10 lines of output...
"you can see that these are the covariants to use."
No, I didn't see it. You spent 90% of your time explaining random subtleties of a mathematical equation instead of telling us anything to do with the R code. Heck, anything to do with the material on a high level.
The material is not that hard (if you learn from other sources), but the course here does nothing to explain it to you.

Vidit completed this course, spending 14 hours a week on it and found the course difficulty to be hard.
with all due respect to personal accomplishments of instructure, he completely fails as a teacher.
Sometimes it became so difficult to figure out where he is leading the course to.. halfbaked background explanations are suddenly followed by burst of R codes, rushed through examples and not relatable quiz questions at times. the course quality went all the way downhill as it progressed. I am ending this course more confused now 
Anonymous completed this course.
just awful!!!! Not worth watching!! Definitely not worth paying for it !!!! I only did because I wanted to get the certificate. I got everything I needed to know from different classes 
Apronin completed this course.
Horrible presentation of the material! The instructor is clearly delusional  he has no idea what it means to teach a class. Don't take! Learn this material from other sources. 
Jason completed this course, spending 3 hours a week on it and found the course difficulty to be medium.
This is a decent class, covering linear regression and a few of its variants in good detail. It's a challenging subject, but presented acceptably here. 
Ani is taking this course right now.

Jevgeni is taking this course right now.

Rafael completed this course.

Maciej completed this course, spending 4 hours a week on it and found the course difficulty to be medium.
Although the lectures were a bit chaotic, the quizzes and the project assignment were perfect for me. TBH, I didn't watch the lectures unless there was something I couldn't solve on my own. The questions are wellthought, insightful and help understand the subject (assuming you really want to get into it). And I always found the right answer in the lectures.
All in all, this course is not suitable for people who would like to be dragged by the hand, and forced to learn something new.

Anonymous completed this course.
The new vedios that they have added to the course are really good and I really appreciate the effort put in to improve the course. The book on leanpub is nice , the back exercises at the end of each chapter and the vedio solutions that they have provided for each and every question is awesome and it prepares you well for the quizzes and the project . 
Anonymous is taking this course right now.

Kuhnrl30 is taking this course right now.

Karri completed this course.

Radomir completed this course.