diff --git a/docs/docs/ml.xml b/docs/docs/ml.xml
index 56eaf28c6..aa83745a1 100644
--- a/docs/docs/ml.xml
+++ b/docs/docs/ml.xml
@@ -136,6 +136,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          <item>vector_normalizer</item> 
          <item>vector_normalizer_pca</item> 
          <item>discriminant_pca</item> 
+         <item>fill_lisf</item> 
          <item>randomize_samples</item> 
          <item>is_binary_classification_problem</item> 
          <item>test_binary_decision_function</item> 
@@ -607,6 +608,24 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
       </component>
       
       
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>fill_lisf</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/linearly_independent_subset_finder_abstract.h</spec_file>
+         <description>
+               This is a simple function for filling a 
+               <a href="#linearly_independent_subset_finder">linearly_independent_subset_finder</a>
+               with data points by using random sampling.   
+         </description>
+         <examples>
+            <example>empirical_kernel_map_ex.cpp.html</example>
+         </examples>
+
+      </component>
+      
+      
    <!-- ************************************************************************* -->
       
       <component>
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 53bb74706..79671ff0c 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -170,6 +170,7 @@
          <term file="ml.html" name="krls"/>
          <term file="ml.html" name="kcentroid"/>
          <term file="ml.html" name="linearly_independent_subset_finder"/>
+         <term file="ml.html" name="fill_lisf"/>
          <term file="ml.html" name="vector_normalizer"/>
          <term file="ml.html" name="vector_normalizer_pca"/>
          <term file="ml.html" name="discriminant_pca"/>