About this Course

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Learner Career Outcomes

27%

started a new career after completing these courses

38%

got a tangible career benefit from this course

10%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Beginner Level
Approx. 10 hours to complete
English

Skills you will gain

StatisticsLinear RegressionR ProgrammingRegression Analysis

Learner Career Outcomes

27%

started a new career after completing these courses

38%

got a tangible career benefit from this course

10%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Beginner Level
Approx. 10 hours to complete
English

Offered by

Placeholder

Duke University

Syllabus - What you will learn from this course

Content RatingThumbs Up94%(3,636 ratings)Info
Week
1

Week 1

22 minutes to complete

About Linear Regression and Modeling

22 minutes to complete
1 video (Total 2 min), 2 readings
2 readings
About Statistics with R Specialization10m
More about Linear Regression and Modeling10m
2 hours to complete

Linear Regression

2 hours to complete
8 videos (Total 47 min), 3 readings, 2 quizzes
8 videos
Correlation9m
Residuals1m
Least Squares Line11m
Prediction and Extrapolation3m
Conditions for Linear Regression10m
R Squared4m
Regression with Categorical Explanatory Variables5m
3 readings
Lesson Learning Objectives10m
Lesson Learning Objectives10m
Week 1 Suggested Readings and Practice10m
2 practice exercises
Week 1 Practice Quiz30m
Week 1 Quiz30m
Week
2

Week 2

3 hours to complete

More about Linear Regression

3 hours to complete
3 videos (Total 24 min), 5 readings, 3 quizzes
3 videos
Inference for Linear Regression11m
Variability Partitioning5m
5 readings
Lesson Learning Objectives10m
Week 2 Suggested Readings and Exercises10m
About Lab Choices10m
Week 1 & 2 Lab Instructions (RStudio)10m
Week 1 & 2 Lab Instructions (RStudio Cloud)10m
3 practice exercises
Week 2 Practice Quiz30m
Week 2 Quiz30m
Week 1 & 2 Lab30m
Week
3

Week 3

3 hours to complete

Multiple Regression

3 hours to complete
7 videos (Total 57 min), 5 readings, 3 quizzes
7 videos
Multiple Predictors11m
Adjusted R Squared10m
Collinearity and Parsimony3m
Inference for MLR11m
Model Selection11m
Diagnostics for MLR7m
5 readings
Lesson Learning Objectives10m
Lesson Learning Objectives10m
Week 3 Suggested Readings and Exercises10m
Week 3 Lab Instructions (RStudio)10m
Week 3 Lab Instructions (RStudio Cloud)10m
3 practice exercises
Week 3 Practice Quiz30m
Week 3 Quiz30m
Week 3 Lab30m
Week
4

Week 4

1 hour to complete

Final Project

1 hour to complete
1 reading
1 reading
Project Files and Rubric10m

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About the Statistics with R Specialization

Statistics with R

Frequently Asked Questions

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