Difference between revisions of "10-601 SVMs and Margin Classifiers 1"

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Mitchell: Ch. 4, or Bishop: Ch. 5
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This a lecture used in the [[Syllabus for Machine Learning 10-601 in Fall 2014]]
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=== Slides ===
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* [http://www.cs.cmu.edu/~zivbj/classF14/SVM14.pdf Slides in pdf].
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* [http://cs.stanford.edu/people/karpathy/svmjs/demo/ SVM demo].
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=== Readings ===
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*
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=== What You Should Know Afterward ===
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* Max margin principle
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* What SVM optimizes
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* Linearly separable problems
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* Non linearly separable problems and how to revise SVM to handle them

Latest revision as of 12:40, 29 September 2014

This a lecture used in the Syllabus for Machine Learning 10-601 in Fall 2014

Slides

Readings

What You Should Know Afterward

  • Max margin principle
  • What SVM optimizes
  • Linearly separable problems
  • Non linearly separable problems and how to revise SVM to handle them