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I would love to further understand the uses and the application because while I understand the difference I still don't know which one is better for which type of problem.

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  • $\begingroup$ From my experience sometimes you don't have a choice as you only have a certain number of training examples in each class. So the dimensionality of your data makes one an obvious choice to optimise the training data you have. Not sure about the other benefits/disadvantages though. $\endgroup$ – ajax2112 Apr 16 at 21:52
  • $\begingroup$ Fair enough, Thanks $\endgroup$ – Omar M. Hussein Apr 16 at 22:09

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