Code for Correlation

Python notebooks for all the computational examples about Correlation from Chapter 8 of the book. See here for the full code repository.

  • Height and NBA stats. Correlation coefficient, standardization, explained variance, linear estimation, nonlinear estimation, uncorrelation, independence Open in Colab
  • Gaussian random vector. Correlation coefficient, explained variance Open in Colab
  • Uncorrelation implies independence in Gaussian variables. Open in Colab
  • Feeding guinea pigs. Correlation and causation, confounder, causal inference Open in Colab
  • Unemployment in Spain. Correlation and causation, confounder, causal inference, linear regression, adjusting for confounding factors Open in Colab
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  • 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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