| Week 1 |
Syllabus, Logistics, and Introduction to R and RStudio |
slides |
- Video: The NBA Data Scientist
- Video: Hans Rosling’s 200 Countries, 200 Years
- Video: RStudio is now Posit! |
| Week 2 |
Data Organization to Data Driven Decisions |
slides |
- Video: Relational vs. Non-Relational Databases |
| Week 3 |
Basic Operations and Data Structures |
slides
script |
- R Data Types
- Dates with Lubridate
- Categorical Data |
| Week 4 |
Data Wrangling |
slides
script |
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| Week 5 |
Exploratory Data Analysis (EDA) with Plots and Maps |
slides
script |
- R4DS: Exploratory Data Analysis
- IBM: What is Exploratory Data Analysis?
- R4DS: Visualize
- Hadley Wickham’s Lecture
- r-graph-gallery
- ggplot flipbook
- Edward Tufte |
| Week 6 |
Online Midterm 01: No class, No Office-Hours |
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| Week 7 |
Supervised Learning: Linear Regression |
slides
script |
- Video: Fitting a Line with Least Squares Regression
- Video: Least Squares Regression
- Video: Inference for Linear Regression
-IMS: Linear regression with a single predictor
-IMS: Inference for linear regression with a single predictor
- Video: Introduction to Multiple Regression
- IMS: Inference for linear regression with multiple predictors |
| Week 8 |
Supervised Learning: Logistic Regression and Model Evaluation |
slides
script |
- Video: Model Selection in Multiple Regression
- Video: Checking Multiple Regression Diagnostics Using Graphs
-IMS: Linear regression with multiple predictors
-IMS: Inference for linear regression with multiple predictors
- R Package: Variable Selection Methods
- IMS: Model Selection |
| Week 09 |
Unsupervised Learning: Clustering |
slides
script |
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| Week 10 |
Online Midterm 02: No class, No Office-Hours |
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| Week 11 |
Final Project Guidelines Presentation |
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| Week 12 |
Final Project Preparation – in class |
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| Week 13 |
Communicating Results |
slides
script |
- Video: Quarto Dashboards 1: Hello, Dashboards!
- Video: Shiny New Things Using R Bridge the Gap in Electronic Medical Record Reporting |
| Week 14 |
Final Project Preparation – in class |
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| Week 15 |
Final Project Presentation: No Office-Hours |
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