diff --git a/docs/docs/ml.xml b/docs/docs/ml.xml
index 719697e5e..8450e7ea6 100644
--- a/docs/docs/ml.xml
+++ b/docs/docs/ml.xml
@@ -66,6 +66,8 @@
          <item>reduced2</item> 
          <item>batch</item> 
          <item>verbose_batch</item> 
+         <item>batch_cached</item> 
+         <item>verbose_batch_cached</item> 
          <item>batch_trainer</item> 
          <item>null_trainer_type</item> 
          <item>null_trainer</item> 
@@ -752,6 +754,36 @@
                                  
       </component>
       
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>batch_cached</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/pegasos_abstract.h</spec_file>
+         <description>
+            This is a convenience function for creating 
+            <a href="#batch_trainer">batch_trainer</a> objects that are setup
+            to use a kernel matrix cache.
+         </description>
+                                 
+      </component>
+      
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>verbose_batch_cached</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/pegasos_abstract.h</spec_file>
+         <description>
+            This is a convenience function for creating 
+            <a href="#batch_trainer">batch_trainer</a> objects.  This function
+            generates a batch_trainer that will print status messages to standard
+            output so that you can observe the progress of a training algorithm.
+            It will also be configured to use a kernel matrix cache.
+         </description>
+                                 
+      </component>
+      
    <!-- ************************************************************************* -->
       
       <component>
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 6e1ce2514..613793d14 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -92,12 +92,15 @@
          <term file="algorithms.html" name="point_rotator"/>
          <term file="algorithms.html" name="running_stats"/>
 
+         <term file="dlib/svm/pegasos_abstract.h.html" name="replicate_settings"/>
          <term file="ml.html" name="mlp"/>
          <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="batch"/>
          <term file="ml.html" name="verbose_batch"/>
+         <term file="ml.html" name="batch_cached"/>
+         <term file="ml.html" name="verbose_batch_cached"/>
          <term file="ml.html" name="batch_trainer"/>
          <term file="ml.html" name="randomize_samples"/>
          <term file="ml.html" name="is_binary_classification_problem"/>