Correlation

The videos below cover the material on Correlation from Chapter 8 of the book. See here for the full YouTube playlist. Click on the titles to download the slides.

Overview

Correlation coefficient

Correlation and covariance

Simple linear regression

Properties of correlation

Uncorrelation and independence

Geometric analysis

Correlation and causation

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    • 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
    • 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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