ECE 595ML Lecture 31.1: Regularization - Motivation for Regularization

By Stanley H. Chan

Electrical and Computer Engineering, Purdue University, West Lafayette, IN

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Researchers should cite this work as follows:

  • Stanley H. Chan (2020), "ECE 595ML Lecture 31.1: Regularization - Motivation for Regularization," https://nanohub.org/resources/32879.

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Purdue University, West Lafayette, IN

ECE 595ML Lecture 31.1: Regularization - Motivation for Regularization
  • Lecture 31.1: Regularization - Motivation for Regularization 1. Lecture 31.1: Regularization -… 0
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  • Outline 2. Outline 9.2425759092425768
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  • Overcoming Overfit 3. Overcoming Overfit 70.270270270270274
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  • Regularization from VC Analysis 4. Regularization from VC Analysi… 207.07374040707376
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  • Example 5. Example 486.75342008675347
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  • Example 6. Example 620.95428762095435
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  • Why Need Regularization? 7. Why Need Regularization? 756.22288955622287
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