Causal Inference

The videos below cover the material on Causal Inference, which is presented in Chapters 4, 7, 8, 10 and 12 of the book. See here for the full YouTube playlist. Click on the titles to download the slides.

Overview

Potential outcomes and confounders

Simpson's paradox

Average treatment effect

Hypothesis testing

Correlation and causation

Linear regression

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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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