Code for Averaging

Python notebooks for all the computational examples about Averaging from Chapter 7 of the book. See here for the full code repository.

  • NBA salaries. Mean, median, outliers Open in Colab
  • Movie ratings. Sample conditional mean, conditional expectation Open in Colab
  • Temperatures in the United States. Sample mean, sample variance, sample standard deviation Open in Colab
  • Temperature in Manhattan and Versailles. Sample conditional mean, regression Open in Colab
  • Do private classes improve grades? Causal inference, average treatment effect, confounding factor, adjusting for confounders Open in Colab
  • Does title capitalization increase YouTube views? Causal inference, average treatment effect Open in Colab
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    • Probability
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    • Continuous Variables
    • Multiple Discrete Variables
    • Multiple Continuous Variables
    • Discrete and Continuous
    • Averaging
    • Correlation
    • Estimation of Population Parameters
    • Hypothesis Testing
    • PCA and Low-Rank Models
    • Regression and Classification
    • Causal Inference
  • Code
    • Probability
    • Discrete Variables
    • Continuous Variables
    • Multiple Discrete Variables
    • Multiple Continuous Variables
    • Discrete and Continuous
    • Averaging
    • Correlation
    • Estimation of Population Parameters
    • Hypothesis Testing
    • PCA and Low-Rank Models
    • Regression and Classification
  • Solutions

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