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### Skills you will gain

Model SelectionGeneralized Linear ModelLinear RegressionRegression Analysis

## 23%

started a new career after completing these courses

## 25%

got a tangible career benefit from this course

## 14%

got a pay increase or promotion

#### Shareable Certificate

Earn a Certificate upon completion

#### 100% online

Start instantly and learn at your own schedule.

#### English

Subtitles: English, Korean, Vietnamese

Week
1

## Week 1

12 hours to complete

## Week 1: Least Squares and Linear Regression

12 hours to complete
9 videos (Total 74 min), 11 readings, 4 quizzes
9 videos
Introduction: Basic Least Squares6m
Technical Details (Skip if you'd like)2m
Introductory Data Example12m
Notation and Background7m
Linear Least Squares6m
Linear Least Squares Coding Example7m
Technical Details (Skip if you'd like)11m
Regression to the Mean11m
Welcome to Regression Models10m
Book: Regression Models for Data Science in R10m
Syllabus10m
Pre-Course Survey10m
Data Science Specialization Community Site10m
Where to get more advanced material10m
Regression10m
Technical details10m
Least squares10m
Regression to the mean10m
Practical R Exercises in swirl Part 110m
1 practice exercise
Quiz 120m
Week
2

## Week 2

11 hours to complete

## Week 2: Linear Regression & Multivariable Regression

11 hours to complete
10 videos (Total 70 min), 5 readings, 4 quizzes
10 videos
Interpreting Coefficients3m
Linear Regression for Prediction10m
Residuals5m
Residuals, Coding Example14m
Residual Variance7m
Inference in Regression5m
Coding Example6m
Prediction9m
Really, really quick intro to knitr3m
*Statistical* linear regression models10m
Residuals10m
Inference in regression10m
Practical R Exercises in swirl Part 210m
1 practice exercise
Quiz 220m
Week
3

## Week 3

13 hours to complete

## Week 3: Multivariable Regression, Residuals, & Diagnostics

13 hours to complete
14 videos (Total 168 min), 5 readings, 5 quizzes
14 videos
Multivariable Regression part II10m
Multivariable Regression Continued8m
Multivariable Regression Examples part I19m
Multivariable Regression Examples part II22m
Multivariable Regression Examples part III7m
Multivariable Regression Examples part IV7m
Residuals and Diagnostics part I5m
Residuals and Diagnostics part II9m
Residuals and Diagnostics part III9m
Model Selection part I7m
Model Selection part II22m
Model Selection part III12m
Multivariable regression10m
Residuals10m
Model selection10m
Practical R Exercises in swirl Part 310m
2 practice exercises
Quiz 314m
(OPTIONAL) Data analysis practice with immediate feedback (NEW! 10/18/2017)8m
Week
4

## Week 4

17 hours to complete

## Week 4: Logistic Regression and Poisson Regression

17 hours to complete
7 videos (Total 95 min), 6 readings, 6 quizzes
7 videos
GLMs21m
Logistic Regression part I17m
Logistic Regression part II3m
Logistic Regression part III8m
Poisson Regression part I12m
Poisson Regression part II12m
Hodgepodge18m
GLMs10m
Logistic regression10m
Count Data10m
Mishmash10m
Practical R Exercises in swirl Part 410m
Post-Course Survey10m
1 practice exercise
Quiz 412m