Understanding Model Diagnostics

Exploring Model Diagnostics reveals several interesting facts. Demystifying

Key Takeaways about Model Diagnostics

  • In this video we will look at how we can diagnose our linear regression fit using residuals, QQ-plots and Cook's distance. Become ...
  • Full course playlist: http://www.youtube.com/playlist?list=PLvLDbH2lpyXOJEWV92HNSnrUdlcZc-tbe Each MeRGE (Metrum ...
  • An investigation of the normality, constant variance, and linearity assumptions of the simple linear regression
  • Example scripts in R & Python: https://github.com/FransRodenburg/Biostatistics/tree/main/SimpleLinearRegression Feel free to ...
  • Previous video: https://youtu.be/xJm6eN5ZDzk In this fifth video of the series, we have a look at

Detailed Analysis of Model Diagnostics

A more modern, concise, animated version of this lecture has been made: https://youtu.be/_B6VDSa9N60 In this brief lecture, ... Linear In the last video, I introduced the major assumptions for ordinary least squares (OLS) simple linear regression. In this video, I ...

This video illustrates how to evaluate statistical assumptions using visuals.

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