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Logistic Regression

Offered By: YouTube

Tags

Machine Learning Courses R Programming Courses Statistical Analysis Courses Predictive Modeling Courses Logistic Regression Courses Maximum Likelihood Estimation Courses

Course Description

Overview

Learn the fundamentals and advanced concepts of Logistic Regression in this comprehensive 1.5-hour video series. Explore the transition from Linear Regression to predicting discrete outcomes, such as movie preferences. Delve into detailed explanations of coefficients, maximum likelihood estimation, R-squared values, and p-values. Understand saturated models, deviance, and deviance residuals. Conclude with a practical demonstration of implementing Logistic Regression in R, providing a clear and thorough understanding of this essential statistical technique.

Syllabus

StatQuest: Logistic Regression.
Logistic Regression Details Pt1: Coefficients.
Logistic Regression Details Pt 2: Maximum Likelihood.
Logistic Regression Details Pt 3: R-squared and p-value.
Saturated Models and Deviance.
Deviance Residuals.
Logistic Regression in R, Clearly Explained!!!!.


Taught by

StatQuest with Josh Starmer

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