Commit 4ccc3212 authored by Davis King's avatar Davis King

Made comments more clear.

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extra : convert_revision : svn%3Afdd8eb12-d10e-0410-9acb-85c331704f74/trunk%403356
parent c5d4b20c
...@@ -16,10 +16,10 @@ ...@@ -16,10 +16,10 @@
so-called kernel trick. This trick is to replace the dot product with a user so-called kernel trick. This trick is to replace the dot product with a user
supplied function which takes two samples and returns a real number. This function supplied function which takes two samples and returns a real number. This function
is the kernel that is required by so many algorithms. The most basic kernel is the is the kernel that is required by so many algorithms. The most basic kernel is the
linear_kernel which is simply a normal dot product. However, more interesting linear_kernel which is simply a normal dot product. More interesting, however,
kernels first apply some nonlinear transformation to the user's data samples and are kernels which first apply some nonlinear transformation to the user's data samples
then compute a dot product. In this way, a simple algorithm that finds a linear and then compute a dot product. In this way, a simple algorithm that finds a linear
plane to separate data (i.e. the SVM algorithm) can be made to solve complex plane to separate data (e.g. the SVM algorithm) can be made to solve complex
nonlinear learning problems. nonlinear learning problems.
An important element of the kernel trick is that these kernel functions perform An important element of the kernel trick is that these kernel functions perform
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