Understanding Penalized Regression

Let's dive into the details surrounding Penalized Regression. by Patrick Crutchley, World Well-Being Project Penn Positive Psychology Center.

Key Takeaways about Penalized Regression

  • Lecture 8 from my Applied Metrics PhD Course. Materials here: https://github.com/paulgp/applied-methods-phd/tree/main/lectures ...
  • Lasso
  • This lecture provides the theoretical background of
  • People often ask why Lasso
  • Chapters: 0:00 Road map 1:19 Motivation: why do we need regularization? 7:04 What is norm? L1 and L2 norm. 11:09 ...

Detailed Analysis of Penalized Regression

Handle skewness Ridge The intuition behind Ridge

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That wraps up our extensive overview of Penalized Regression.

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