Linear models using the F distribution in python @DrJuanKlopper

Uploaded May 2021 | Updated September 2026, 2 weeks ago

In this video tutorial I review the use of the F distribution in linear regression, the t test, and in analysis of variance (ANOVA).

The turotial includes:
An overview of the F distribution given two parameters
Assessment of a linear regression mode using the coefficient of determination
Calculating an F statistic in linear regression
Calculating a p value from the F statistic
The F statistic in the t test and calculating a p value for the statistic
The F statistic in ANOVA and calculating a p value for the statistic

The fundamentals are introduced on the white board, before we open a Jupyter notebook and use python to create an intuitive understanding of the use of the F distribution.

Linear models using the F distribution in python

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