Basketball
These modules use basketball data to teach topics in statistics and data science.
Berkson’s Bias: Why Offensive Rating and Height are Negatively Correlated in the NBA
Bias
Correlation
Linear Regression
NBA Wingspan & Performance
Webscraping
Data Visualization
Data Wrangling
Joining / Merging
Sampling Distributions: Shai Gilgeous-Alexander 2024-25 Points
Sampling Distributions
Simulation
Central Limit Theorem
A Look at Paul George’s Missed Free Throws
Law of Large Numbers
Unconditional Probability
Conditional Probability
Introduction to regularized adjusted plus-minus (RAPM)
ridge regression
penalized regression
regularization
linear regression
adjusted plus-minus
Do NBA Draft Picks Matter? Wrangling and Analyzing Player Minutes
ANOVA
Post Hoc Comparisons
Data Visualization
Data Wrangling
Tidyverse
Do NBA Draft Picks Matter? Exploring Player Minutes with ANOVA
ANOVA
Hypothesis Testing
Confidence Intervals
Summary Statistics
Data Visualization
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