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Some Classes are not Linearly Separable

  • It's pretty easy to imagine classes that are not linearly separable.
  • What would you do?
  • There are lots of things you could do.
  • You could do several lines.
  • One popular solution is the kernel trick, which we will discuss in the Support Vector Machine lecture.
  • Another question is outliers. If you classify 99% of the data correctly, do you care about the remaining bit.
  • What would you do if your classifier could be less than perfect?