About this Course

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Learner Career Outcomes

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started a new career after completing these courses

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got a tangible career benefit from this course
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Earn a Certificate upon completion
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Approx. 11 hours to complete
English

Skills you will gain

Logistic RegressionData AnalysisPython ProgrammingRegression Analysis

Learner Career Outcomes

29%

started a new career after completing these courses

29%

got a tangible career benefit from this course
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.
Approx. 11 hours to complete
English

Offered by

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Wesleyan University

Syllabus - What you will learn from this course

Content RatingThumbs Up92%(1,042 ratings)Info
Week
1

Week 1

2 hours to complete

Introduction to Regression

2 hours to complete
4 videos (Total 25 min), 5 readings, 1 quiz
4 videos
Lesson 2: Experimental Data6m
Lesson 3: Confounding Variables8m
Lesson 4: Introduction to Multivariate Methods6m
5 readings
Some Guidance for Learners New to the Specialization10m
Getting Set up for Assignments10m
Tumblr Instructions10m
How to Write About Data10m
Writing About Your Data: Example Assignment10m
Week
2

Week 2

3 hours to complete

Basics of Linear Regression

3 hours to complete
8 videos (Total 53 min), 9 readings, 1 quiz
8 videos
SAS Lesson 2: Testing a Basic Linear Regression Mode6m
SAS Lesson 3: Categorical Explanatory Variables5m
Python Lesson 1: More on Confounding Variables6m
Python Lesson 2: Testing a Basic Linear Regression Model8m
Python Lesson 3: Categorical Explanatory Variables4m
Lesson 4: Linear Regression Assumptions12m
Lesson 5: Centering Explanatory Variables3m
9 readings
SAS or Python - Which to Choose?10m
Getting Started with SAS10m
Getting Started with Python10m
Course Codebooks10m
Course Data Sets10m
Uploading Your Own Data to SAS10m
SAS Program Code for Video Examples10m
Python Program Code for Video Examples10m
Outlier Decision Tree10m
Week
3

Week 3

2 hours to complete

Multiple Regression

2 hours to complete
10 videos (Total 68 min), 2 readings, 1 quiz
10 videos
SAS Lesson 2: Confidence Intervals3m
SAS Lesson 3: Polynomial Regression8m
SAS Lesson 4: Evaluating Model Fit, pt. 15m
SAS Lesson 5: Evaluating Model Fit, pt. 29m
Python Lesson 1: Multiple Regression6m
Python Lesson 2: Confidence Intervals3m
Python Lesson 3: Polynomial Regression9m
Python Lesson 4: Evaluating Model Fit, pt. 15m
Python Lesson 5: Evaluating Model Fit, pt. 210m
2 readings
SAS Program Code for Video Examples10m
Python Program Code for Video Examples10m
Week
4

Week 4

3 hours to complete

Logistic Regression

3 hours to complete
7 videos (Total 38 min), 6 readings, 1 quiz
7 videos
Python Lesson 1: Categorical Explanatory Variables with More Than Two Categories6m
Lesson 2: A Few Things to Keep in Mind2m
SAS Lesson 3: Logistic Regression for a Binary Response Variable, pt 17m
SAS Lesson 4: Logistic Regression for a Binary Response Variable, pt. 24m
Python Lesson 3: Logistic Regression for a Binary Response Variable, pt. 17m
Python Lesson 4: Logistic Regression for a Binary Response Variable, pt. 23m
6 readings
SAS Program Code for Video Examples10m
Python Program Code for Video Examples10m
Week 1 Video Credits10m
Week 2 Video Credits10m
Week 3 Video Credits10m
Week 4 Video Credits10m

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About the Data Analysis and Interpretation Specialization

Data Analysis and Interpretation

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