Logistic Regression in R, Clearly Explained!!!!

This video describes how to do Logistic Regression in R, step-by-step. We start by importing a dataset and cleaning it up, then we perform logistic regression on a very simple model, followed by a fancy model. Lastly we draw a graph of the predicted probabilities that came from the Logistic Regression.

The code that I use in this video can be found on the StatQuest GitHub:
https://github.com/StatQuest/logistic_regression_demo/blob/master/logistic_regression_demo.R

⭐ NOTE: When I code, I use Kite, a free AI-powered coding assistant that will help you code faster and smarter. The Kite plugin integrates with all the top editors and IDEs to give you smart completions and documentation while you’re typing. I love it! https://www.kite.com/get-kite/?utm_medium=referral&utm_source=youtube&utm_campaign=statquest&utm_content=description-only

For more details on what's going on, check out the following StatQuests:

For a general overview of Logistic Regression:
https://youtu.be/yIYKR4sgzI8

The odds and log(odds), clearly explained:
https://youtu.be/ARfXDSkQf1Y

The odds ratio and log(odds ratio), clearly explained:
https://youtu.be/8nm0G-1uJzA

Logistic Regression, Details Part 1, Coefficients:
https://youtu.be/vN5cNN2-HWE

Logistic Regression, Details Part 2, Fitting a line with Maximum Likelihood:
https://youtu.be/BfKanl1aSG0

Logistic Regression Details Part 3, R-squared and its p-value:
https://youtu.be/xxFYro8QuXA

Saturated Models and Deviance Statistics, Clearly Explained:
https://youtu.be/9T0wlKdew6I

Deviance Residuals, Clearly Explained:
https://youtu.be/JC56jS2gVUE

For a complete index of all the StatQuest videos, check out:
https://statquest.org/video-index/

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0:00 Awesome song and introduction
0:29 Load and format data
3:54 Dealing with missing data
5:03 Verifying that the data is not imbalanced
6:44 Logistic regression with one independent variable
12:48 Logistic regression with many independent variables
15:13 Graphing the predicted probabilities

#statquest #logistic

Видео Logistic Regression in R, Clearly Explained!!!! канала StatQuest with Josh Starmer