| Week 1 |
23-Jan |
Course Introduction / Course Resources / Using R |
Lect-01-Intro |
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Install Rstudio and Go through Introduction to R |
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| Week 2 |
28-Jan |
Graphing Data in R: ggplot |
Lect-02-ggplot Video |
Introduction to R: Getting Started Introduction to R: Getting Data, Introduction to R: Tidy Data |
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30-Jan |
Using R to Work with Data: tidyverse |
Lect-03-transforming Video |
Intoduction to R: Graphics |
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Lab0: Rmarkdown/Dplyr/Manipulating Data in R |
Rmarkdown Tutorial dplyr Basics |
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| Week 3 |
4-Feb |
Further Data Summaries |
Lect-04-further-sums Video |
Fox Chap 1-3, Vittinghoff Chap 2 |
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6-Feb |
Simple and Multiple Linear Regression |
Lect-05-lin-reg Video |
Fox Chap 5, Vittinghoff Chaps 3.3, 4.1-4.4 |
HW1 - html HW1 -Rmd HW1-pdf |
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| Week 4 |
11-Feb |
Multiple Linear Regression |
Lect-06-lin-reg-2 Video |
Fox Chap 6 |
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13-Feb |
Inference for Linear Regression |
Lect-07-multiple-linear Video |
Fox Chap 7, Vittinghoff Chap 4.6 |
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Lab 1: Regression |
HTML Rmd Video Solutions |
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| Week 5 |
18-Feb |
No Class Long Weekend |
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20-Feb |
Factors and Interactions |
Lect-08-inter-assum Video |
Fox Chap 11, Vittinghoff Chap 4.7 |
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Lab 2: Regression Diagnostics in R |
HTML Rmd Video Solutions |
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| Week 6 |
25-Feb |
Unusual and Influential Data |
Lect-09-model-tests Video |
Fox Chap 12 |
HW2 - html HW2 -Rmd HW2-pdf |
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27-Feb |
Collinearity - Basic GLM |
Lect-10-collin-glm Video |
Fox Chap 13, Vittinghoff Chap 4.8 |
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Lab 3: Regression Diagnostics in R |
HTML Rmd Video Solutions |
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| Week 7 |
4-Mar |
SNOW DAY |
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6-Mar |
GLM/Logistic Regression |
Lect-11-glm-logitVideo |
Fox Chap 14 |
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Lab 4: Logistic 1 |
HTML Rmd Video Solutions |
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| Week 8 |
11-Mar |
Logistic Regression |
Lect-12-logit-2 |
Fox Chap 15, Vittinghoff Chap 5.1 |
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13-Mar |
Exam 1 |
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Lab 5: Logistic |
HTML Rmd Solutions |
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| Week 9 |
18-Mar |
Logistic Model Building |
Lect-13-logit-build Video |
Fox Chap 15, Vittinghoff Chap 5.4 |
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20-Mar |
Diagnostics for Logistic Regression |
Lect-14-logit-test Video |
Fox Chap 15, Vittinghoff Chap 5.5-5.7 |
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| Week 10 |
25-Mar |
Spring Break |
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27-Mar |
Spring Break |
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| Week 11 |
1-Apr |
Introduction to Log-Linear Regression |
Lect-15-poisson Video |
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HW3 - html HW3 -Rmd HW3-pdf |
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3-Apr |
Survey Data Analysis |
Lect-16-surveys Video |
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Lab 6: Survey Data in R / Poisson Regression |
HTML Rmd Video Solutions |
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| Week 12 |
8-Apr |
Survey Analysis |
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10-Apr |
Basics of Survival Data |
Lect-18-intro-survival Video |
Vittinghoff Chap 6.1-6.2 |
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| Week 13 |
15-Apr |
Non-Parametric Survival |
Lect-19-survival-2 Video |
Vittinghoff Chap 6.3-6.4 |
HW4 - html HW4 -Rmd |
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17-Apr |
Parametric Survival |
Lect-20-survival-3 Video |
Vittinghoff Chap 6.5-6.7 |
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Lab 7: Survival Analysis |
HTML Rmd Solutions Video Solutions |
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| Week 14 |
22-Apr |
Non-Parametric Hypothesis Testing |
Lect-21-nonparametrics Video |
Vittinghoff Chap 12 |
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24-Apr |
Cross-Validation |
Lect-22-cv |
Vittinghoff Chap 12 |
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Lab 8: Survival Model build |
HTML Rmd |
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| Week 15 |
29-Apr |
Bootstrapping |
Lect-23-bootstrapping |
Fox Chap 16-17 |
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1-May |
CV Example |
Lect-24-cv-example |
Fox Chap 20, Vittinghoff Chap 11 |
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| Final Week |
6-May |
Exam 2 |
Final Review Questions Final Review Output Final Review Solutions Questions Asked By Students |
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