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Regression Models
Online
5 WeeksQuick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
The Syllabus
Videos
- Introduction to Regression
- Introduction: Basic Least Squares
- Technical Details (Skip if you'd like)
- Introductory Data Example
- Notation and Background
- Linear Least Squares
- Linear Least Squares Coding Example
- Technical Details (Skip if you'd like)
- Regression to the Mean
Readings
- Welcome to Regression Models
- Book: Regression Models for Data Science in R
- Syllabus
- Pre-Course Survey
- Data Science Specialization Community Site
- Where to get more advanced material
- Regression
- Technical details
- Least squares
- Regression to the mean
- Practical R Exercises in swirl Part 1
Assignment
- Quiz 1
Videos
- Statistical Linear Regression Models
- Interpreting Coefficients
- Linear Regression for Prediction
- Residuals
- Residuals, Coding Example
- Residual Variance
- Inference in Regression
- Coding Example
- Prediction
- Really, really quick intro to knitr
Readings
- *Statistical* linear regression models
- Residuals
- Inference in regression
- Looking ahead to the project
- Practical R Exercises in swirl Part 2
Assignment
- Quiz 2
Videos
- Multivariable Regression part I
- Multivariable Regression part II
- Multivariable Regression Continued
- Multivariable Regression Examples part I
- Multivariable Regression Examples part II
- Multivariable Regression Examples part III
- Multivariable Regression Examples part IV
- Adjustment Examples
- Residuals and Diagnostics part I
- Residuals and Diagnostics part II
- Residuals and Diagnostics part III
- Model Selection part I
- Model Selection part II
- Model Selection part III
Readings
- Multivariable regression
- Adjustment
- Residuals
- Model selection
- Practical R Exercises in swirl Part 3
Assignment
- Quiz 3
- (OPTIONAL) Data analysis practice with immediate feedback (NEW! 10/18/2017)
Videos
- GLMs
- Logistic Regression part I
- Logistic Regression part II
- Logistic Regression part III
- Poisson Regression part I
- Poisson Regression part II
- Hodgepodge
Readings
- GLMs
- Logistic regression
- Count Data
- Mishmash
- Practical R Exercises in swirl Part 4
- Post-Course Survey
Assignment
- Quiz 4
Instructors
Articles
10 Jul'25, 09:51 AM
3 Apr'25, 06:57 AM
5 Nov'24, 12:00 PM
22 Apr'24, 10:28 AM
26 Mar'24, 07:31 AM
14 Feb'24, 11:49 AM
1 Feb'24, 10:53 AM
31 Jan'24, 09:37 AM
27 Dec'23, 11:21 AM
27 Sep'23, 06:07 PM
10 Jul'25, 09:51 AM
3 Apr'25, 06:57 AM
5 Nov'24, 12:00 PM
22 Apr'24, 10:28 AM
26 Mar'24, 07:31 AM
14 Feb'24, 11:49 AM
1 Feb'24, 10:53 AM
31 Jan'24, 09:37 AM
27 Dec'23, 11:21 AM
27 Sep'23, 06:07 PM