StatQuest: Fitting a line to data, aka least squares, aka linear regression.
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StatQuest: Linear Models Pt.1 - Linear Regression
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StatQuest: Linear Regression in R
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StatQuest: Linear Models Pt.1.5 - Multiple Regression
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StatQuest: Linear Models Pt.2 - t-tests and ANOVA
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Linear Models Pt.3 - Design Matrices
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StatQuest: Multiple Regression in R
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StatQuest: Linear Models Pt.3 - Design Matrix Examples in R
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StatQuest: P Values, clearly explained
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StatQuest: R-squared explained
Description:
Dive into the fundamentals of Linear Regression and Linear Models through a comprehensive video series spanning 1 hour and 30 minutes. Learn how to utilize continuous and categorical variables to predict continuous outcomes, exploring concepts such as least squares fitting, multiple regression, t-tests, and ANOVA. Gain practical skills by applying these techniques in R, understanding design matrices, and interpreting key statistical measures like p-values and R-squared. Master one of statistics' most powerful tools for data analysis and prediction.