diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 0f9f2834..60876384 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -14,7 +14,7 @@
     <session id="536564542">
       <usages-collector id="statistics.lifecycle.project">
         <counts>
-          <entry key="project.closed" value="35" />
+          <entry key="project.closed" value="40" />
           <entry key="project.open.time.0" value="3" />
           <entry key="project.open.time.1" value="7" />
           <entry key="project.open.time.102" value="1" />
@@ -23,35 +23,39 @@
           <entry key="project.open.time.18" value="1" />
           <entry key="project.open.time.2" value="4" />
           <entry key="project.open.time.21" value="2" />
+          <entry key="project.open.time.23" value="1" />
           <entry key="project.open.time.25" value="1" />
           <entry key="project.open.time.29" value="1" />
           <entry key="project.open.time.3" value="1" />
           <entry key="project.open.time.31" value="1" />
           <entry key="project.open.time.37" value="1" />
+          <entry key="project.open.time.39" value="1" />
+          <entry key="project.open.time.52" value="1" />
           <entry key="project.open.time.55" value="1" />
           <entry key="project.open.time.58" value="1" />
-          <entry key="project.open.time.6" value="1" />
+          <entry key="project.open.time.6" value="2" />
           <entry key="project.open.time.60" value="1" />
           <entry key="project.open.time.62" value="1" />
           <entry key="project.open.time.69" value="1" />
           <entry key="project.open.time.71" value="1" />
           <entry key="project.open.time.72" value="1" />
+          <entry key="project.open.time.84" value="1" />
           <entry key="project.open.time.88" value="1" />
           <entry key="project.open.time.91" value="1" />
           <entry key="project.open.time.94" value="1" />
-          <entry key="project.opened" value="36" />
+          <entry key="project.opened" value="41" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.extensions.open">
         <counts>
           <entry key="jpg" value="2" />
-          <entry key="py" value="167" />
+          <entry key="py" value="172" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.open">
         <counts>
           <entry key="Image" value="2" />
-          <entry key="Python" value="167" />
+          <entry key="Python" value="172" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.extensions.edit">
@@ -70,11 +74,38 @@
   </component>
   <component name="FileEditorManager">
     <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/examples/video_object_detection.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="17">
+              <caret line="2" selection-start-line="2" selection-end-line="2" />
+            </state>
+          </provider>
+        </entry>
+      </file>
       <file pinned="false" current-in-tab="true">
-        <entry file="file://$PROJECT_DIR$/setup.py">
+        <entry file="file://$PROJECT_DIR$/imageai/Prediction/Custom/__init__.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="87">
+              <caret line="554" lean-forward="true" selection-start-line="554" selection-end-line="554" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_deepstack.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="187">
-              <caret line="10" column="23" lean-forward="true" selection-start-line="10" selection-start-column="23" selection-end-line="10" selection-end-column="23" />
+            <state relative-caret-position="170">
+              <caret line="11" column="148" selection-start-line="11" selection-start-column="10" selection-end-line="11" selection-end-column="148" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_to_tensorflow.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="170">
+              <caret line="11" column="120" selection-start-line="11" selection-start-column="120" selection-end-line="11" selection-end-column="120" />
             </state>
           </provider>
         </entry>
@@ -172,7 +203,6 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -194,7 +224,14 @@
               <item name="ImageAI" type="b2602c69:ProjectViewProjectNode" />
               <item name="ImageAI" type="462c0819:PsiDirectoryNode" />
               <item name="imageai" type="462c0819:PsiDirectoryNode" />
-              <item name="Detection" type="462c0819:PsiDirectoryNode" />
+              <item name="Prediction" type="462c0819:PsiDirectoryNode" />
+            </path>
+            <path>
+              <item name="ImageAI" type="b2602c69:ProjectViewProjectNode" />
+              <item name="ImageAI" type="462c0819:PsiDirectoryNode" />
+              <item name="imageai" type="462c0819:PsiDirectoryNode" />
+              <item name="Prediction" type="462c0819:PsiDirectoryNode" />
+              <item name="Custom" type="462c0819:PsiDirectoryNode" />
             </path>
             <path>
               <item name="ImageAI" type="b2602c69:ProjectViewProjectNode" />
@@ -205,10 +242,11 @@
           <select />
         </subPane>
       </pane>
+      <pane id="Scope" />
     </panes>
   </component>
   <component name="PropertiesComponent">
-    <property name="last_opened_file_path" value="$PROJECT_DIR$/../runner" />
+    <property name="last_opened_file_path" value="$USER_HOME$/PycharmProjects/KerasTwo" />
   </component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
@@ -487,13 +525,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/imageai/Prediction/Custom/__init__.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="291">
-          <caret line="235" column="30" lean-forward="true" selection-start-line="235" selection-start-column="30" selection-end-line="235" selection-end-column="30" />
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/runner/image_object_detection.py" />
     <entry file="file://$PROJECT_DIR$/examples/custom_model_continuos_training.py">
       <provider selected="true" editor-type-id="text-editor">
@@ -502,23 +533,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_deepstack.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="136">
-          <caret line="8" column="184" selection-start-line="8" selection-start-column="184" selection-end-line="8" selection-end-column="184" />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_to_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="153">
-          <caret line="8" column="184" selection-start-line="8" selection-start-column="184" selection-end-line="8" selection-end-column="184" />
-          <folding>
-            <element signature="e#0#59#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/examples/custom_model_training.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="85">
@@ -540,23 +554,10 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/imageai/Detection/__init__.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="325">
-          <caret line="1170" column="158" selection-start-line="1170" selection-start-column="158" selection-end-line="1170" selection-end-column="158" />
-          <folding>
-            <element signature="e#0#10#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/examples/custom_full_model_prediction.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="136">
           <caret line="7" column="209" lean-forward="true" selection-start-line="7" selection-start-column="111" selection-end-line="7" selection-end-column="209" />
-          <folding>
-            <element signature="e#0#59#0" expanded="true" />
-          </folding>
         </state>
       </provider>
     </entry>
@@ -623,17 +624,45 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/setup.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="238">
+          <caret line="13" column="7" lean-forward="true" selection-start-line="13" selection-start-column="7" selection-end-line="13" selection-end-column="7" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/imageai/Detection/__init__.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="189">
+          <caret line="1163" column="140" selection-start-line="1163" selection-start-column="140" selection-end-line="1163" selection-end-column="140" />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/examples/video_object_detection.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="221">
-          <caret line="13" column="17" lean-forward="true" selection-start-line="13" selection-start-column="17" selection-end-line="13" selection-end-column="17" />
+        <state relative-caret-position="17">
+          <caret line="2" selection-start-line="2" selection-end-line="2" />
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/setup.py">
+    <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_deepstack.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="170">
+          <caret line="11" column="148" selection-start-line="11" selection-start-column="10" selection-end-line="11" selection-end-column="148" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/examples/custom_model_convert_to_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="170">
+          <caret line="11" column="120" selection-start-line="11" selection-start-column="120" selection-end-line="11" selection-end-column="120" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/imageai/Prediction/Custom/__init__.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="187">
-          <caret line="10" column="23" lean-forward="true" selection-start-line="10" selection-start-column="23" selection-end-line="10" selection-end-column="23" />
+        <state relative-caret-position="87">
+          <caret line="554" lean-forward="true" selection-start-line="554" selection-end-line="554" />
         </state>
       </provider>
     </entry>
diff --git a/README.md b/README.md
index 69e76bbd..0d0bfaa8 100644
--- a/README.md
+++ b/README.md
@@ -26,7 +26,7 @@ Built with simplicity in mind, <b>ImageAI</b>
 - Support for running custom <a href="imageai/Prediction/CUSTOMPREDICTION.md#custompredictionfullmodel">prediction with fully saved model</a> without specifying network type <br>
 - Support for running custom prediction with any <a href="imageai/Prediction/CUSTOMPREDICTION.md#custompredictionfullmodel">fully saved <b>Keras</b> model </a><br>
 - Support for converting custom trained models to <a href="imageai/Prediction/CUSTOMPREDICTION.md#converttensorflow">Tensorflow (<b>.pb</b>) format </a> <br>
-- Support for <a href="imageai/Prediction/CUSTOMPREDICTION.md#continuoustraining"><b>continuous training</b></a> from previously saved custom model <br>
+- Support for <a href="imageai/Prediction/CUSTOMTRAINING.md#continuoustraining"><b>continuous training</b></a> from previously saved custom model <br>
 - Support for <a href="imageai/Prediction/CUSTOMTRAINING.md#transferlearning"><b>transfer learning</b></a> from pre-trained models for small datasets<br>
 - Only <a href="imageai/Prediction/CUSTOMTRAINING.md">models with increased accuracy</a> will be saved during training <br>
 - Support for loading and prediction with <a href="imageai/Prediction/CUSTOMPREDICTION.md#custompredictionmultiple">multiple custom models</a> <br>