ECE 595ML Lecture 28.1: Sample and Model Complexity - Generalization Bound using VC Dimension

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 28.1: Sample and Model Complexity - Generalization Bound using VC Dimension," https://nanohub.org/resources/32873.

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Purdue University, West Lafayette, IN

ECE 595ML Lecture 28.1: Sample and Model Complexity - Generalization Bound using VC Dimension
  • Lecture 28.1: Sample and Model Complexity - Generalization Bound using VC Dimension 1. Lecture 28.1: Sample and Model… 0
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  • Outline 2. Outline 8.9756423089756421
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  • VC Dimension 3. VC Dimension 30.33033033033033
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  • Linking the Growth Function 4. Linking the Growth Function 265.23189856523192
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  • Difference between VC and Hoeffding 5. Difference between VC and Hoe… 406.07273940607274
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  • Generalization Bound Again 6. Generalization Bound Again 456.72339005672342
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  • Generalization Bound Again 7. Generalization Bound Again 724.19085752419085
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  • Generalizing the Generalization Bound 8. Generalizing the Generalizatio… 891.05772439105772
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