Introduction to Regression-Observational and Experimental Data
Some Guidance for Learners New to the Specialization
Lesson 1: Observational Data
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Lesson 2: Experimental Data
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Introduction to Regression-Confounding Variables
Lesson 3: Confounding Variables
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Introduction to Regression-Intro to Multivariate Methods
Lesson 4: Introduction to Multivariate Methods
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Introduction to Regression-Assignment
Getting Set up for Assignments
Tumblr Instructions
How to Write About Data
Writing About Your Data: Example Assignment
Basics of Linear Regression-Software Setup and Course Supporting Materials
SAS or Python - Which to Choose?
Getting Started with SAS
Getting Started with Python
Course Codebooks
Course Data Sets
Uploading Your Own Data to SAS
Basics of Linear Regression-SAS Lessons
SAS Program Code for Video Examples
SAS Lesson 1: More on Confounding Variables
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SAS Lesson 2: Testing a Basic Linear Regression Mode
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SAS Lesson 3: Categorical Explanatory Variables
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Basics of Linear Regression-Python Lessons
Python Program Code for Video Examples
Python Lesson 1: More on Confounding Variables
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Python Lesson 2: Testing a Basic Linear Regression Model
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Python Lesson 3: Categorical Explanatory Variables
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Basics of Linear Regression-Linear Regression Assumptions
Lesson 4: Linear Regression Assumptions
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Outlier Decision Tree
Basics of Linear Regression-Centering Explanatory Variables
Lesson 5: Centering Explanatory Variables
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Multiple Regression-SAS Lessons
SAS Program Code for Video Examples
SAS Lesson 1: Multiple Regression
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SAS Lesson 2: Confidence Intervals
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SAS Lesson 3: Polynomial Regression
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SAS Lesson 4: Evaluating Model Fit, pt. 1
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SAS Lesson 5: Evaluating Model Fit, pt. 2
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Multiple Regression-Python Lessons
Python Program Code for Video Examples
Python Lesson 1: Multiple Regression
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Python Lesson 2: Confidence Intervals
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Python Lesson 3: Polynomial Regression
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Python Lesson 4: Evaluating Model Fit, pt. 1
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Python Lesson 5: Evaluating Model Fit, pt. 2
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Logistic Regression-SAS Lesson
SAS Program Code for Video Examples
SAS Lesson 1: Categorical Explanatory Variables with More Than Two Categories
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Logistic Regression-Python Lesson
Python Program Code for Video Examples
Python Lesson 1: Categorical Explanatory Variables with More Than Two Categories
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Logistic Regression-A Few Things to Keep in Mind
Lesson 2: A Few Things to Keep in Mind
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Logistic Regression-SAS Videos
SAS Lesson 3: Logistic Regression for a Binary Response Variable, pt 1
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SAS Lesson 4: Logistic Regression for a Binary Response Variable, pt. 2
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Logistic Regression-Python Videos
Python Lesson 3: Logistic Regression for a Binary Response Variable, pt. 1
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Python Lesson 4: Logistic Regression for a Binary Response Variable, pt. 2
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Logistic Regression-Video credits
Week 1 Video Credits
Week 2 Video Credits
Week 3 Video Credits
Week 4 Video Credits