diff --git a/docs/docs/ml.xml b/docs/docs/ml.xml
index 36eee2b7d..e976f193d 100644
--- a/docs/docs/ml.xml
+++ b/docs/docs/ml.xml
@@ -67,6 +67,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          <item>krls</item>
          <item>kcentroid</item>
          <item>linearly_independent_subset_finder</item>
+         <item>empirical_kernel_map</item>
          <item>kkmeans</item>
          <item>svm_nu_trainer</item> 
          <item>rvm_trainer</item> 
@@ -369,6 +370,21 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
       </component>
       
       
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>empirical_kernel_map</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/empirical_kernel_map_abstract.h</spec_file>
+         <description>
+            <p>
+               TODO
+            </p>
+         </description>
+
+      </component>
+      
+      
    <!-- ************************************************************************* -->
       
       
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 516d033ca..59b45d6be 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -111,6 +111,7 @@
          <term link="ml.html#mlp" name="multi-layer perceptron"/>
          <term link="ml.html#mlp" name="neural network"/>
          <term file="ml.html" name="svm_pegasos"/>
+         <term file="ml.html" name="empirical_kernel_map"/>
          <term file="ml.html" name="kernel_matrix"/>
          <term file="ml.html" name="batch"/>
          <term file="ml.html" name="verbose_batch"/>