updated the docs

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extra : convert_revision : svn%3Afdd8eb12-d10e-0410-9acb-85c331704f74/trunk%403311

docs/docs/ml.xml

@@ -601,7 +601,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          <spec_file link="true">dlib/svm/function_abstract.h</spec_file>
          <description>
                 This object represents a binary decision function for use with
-                support vector machines.  It returns an 
+                kernel-based learning-machines.  It returns an 
                 estimate of the probability that a given sample is in the +1 class. 
          </description>
          <examples>
@@ -1018,7 +1018,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
                that create <a href="#decision_function">decision_function</a> objects.
                It performs post processing on the output decision_function objects 
                with the intent of representing the decision_function with fewer 
-               support vectors.
+               basis vectors.
          </description>
                                  
       </component>
@@ -1066,7 +1066,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
                that create <a href="#decision_function">decision_function</a> objects.
                It performs post processing on the output decision_function objects 
                with the intent of representing the decision_function with fewer 
-               support vectors.  
+               basis vectors.  
                </p>
                <p>
                It begins by performing the same post processing as