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  • Syllabus
  • Schedule
  • Notes
  • Assignments
    • Lecture Notes
    • Questions and Data
      • Understanding the World through Data
      • The Taxonomy of Data
      • A Tool for Computing with Data
    • Summarizing Data
      • Summarizing Categorical Data
      • Summarizing Numerical Data
      • A Grammar of Graphics
      • Conditioning
      • Communicating with Graphics
      • Summarizing Numerical Associations
      • Multiple Linear Regression
    • Probability
      • Introducing Probability
      • How to Calculate Chances
      • Random Variables
      • Expected value and variance of a random variable
    • Generalization
      • From Samples to Populations
      • Confidence Intervals
      • Bootstrapping
      • Hypothesis Testing
      • Hypothesis Tests II
      • Wrong by Design
    • Causation
      • Defining Causality
      • Experiments
    • Prediction
      • The Method of Least Squares
      • Evaluating and Improving Predictions
      • Overfitting
      • Effective Communication
      • Case Study: Pricing Homes
      • Logistic Regression
    • Glossary
      • Definitions
      • Functions
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