Hypothesis Testing

The videos below cover the material on Hypothesis Testing from Chapter 10 of the book. See here for the full YouTube playlist. Click on the titles to download the slides.

Overview

Null hypothesis and p value

Two-sample test

Statistical significance

Power

Permutation test

Multiple testing

Causal inference

P-value abuse

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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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