Schedule

Author

Davi Moreira

Week Topic Material Supplementary Materials
Week 1 Syllabus, Logistics, and Introduction to R and RStudio slides
podcast*
video*		 - 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
podcast
video		 - Video: Relational vs. Non-Relational Databases
Week 3 Basic Operations and Data Structures slides
script
podcast
video		 - R Data Types
- Dates with Lubridate
- Categorical Data
Week 4 Data Wrangling slides
script
podcast
video		 .
Week 5 Exploratory Data Analysis (EDA) with Plots and Maps slides
script
podcast
video		 - 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 . .
Week 7 Supervised Learning: Linear Regression slides
script
podcast
video		 - 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 Fall Break: No class - -
Week 9 Supervised Learning: Logistic Regression and Model Evaluation slides
script
podcast
video		 - 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 10 Unsupervised Learning: Clustering slides
script
podcast
video		 .
Week 11 Online Midterm 02: No class, No Office-Hours . .
Week 12 Elements of Data Communication slides
podcast TBP
video TBP		 - Video: Quarto Dashboards 1: Hello, Dashboards!
- Video: Shiny New Things Using R Bridge the Gap in Electronic Medical Record Reporting
Week 13 Final Project Preparation – in class . .
Week 14 Final Project Preparation – in class . .
Week 15 Final Project Presentation: No Office-Hours . .
Week 16 Final Project Presentation: No Office-Hours . .

* This material was generated with Google NotebookLM based on the slides I prepared for the Data Mining Lab course.