diff --git a/bindings/python/doc/tutorials.rst b/bindings/python/doc/tutorials.rst
index e7e47bcfd..6dd66e3bf 100644
--- a/bindings/python/doc/tutorials.rst
+++ b/bindings/python/doc/tutorials.rst
@@ -1,23 +1,28 @@
 Tutorials 
 ===============
 
-#. `Logistic Regression`_ with CNTK and NumPy
-#. `Feed Forward Network`_ with CNTK and NumPy
-#.  Image 101 Feed Forward Classifier with MNIST data
+#.  CNTK 101: `Logistic Regression`_ with CNTK and NumPy
+#.  CNTK 102: `Feed Forward Network`_ with CNTK and NumPy
+#.  CNTK 103: Feed Forward image classifier with MNIST data
 
-    * Part A: `MNIST Data preparation`_
+    * Part A: `MNIST data preparation`_
     * Part B: `Feed Forward Classifier`_
 
-#.  Image 201 ResNet Classifier with CIFAR-10 data
+#.  CNTK 201: Image classifiers with CIFAR-10 data
 
     * Part A: `CIFAR-10 Data preparation`_
-    * Part B: `ResNet Classifier`_
+    * Part B: `VGG and ResNet classifiers`_
+    
+#.  CNTK 202: `Language understanding`_ with ATIS3 text data
+
+#.  CNTK 203: `Reinforcement learning basics`_ with OpenAI Gym data
 	
 .. _`Logistic Regression`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_101_LogisticRegression.ipynb
 .. _`Feed Forward Network`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_102_FeedForward.ipynb
-.. _`MNIST Data preparation`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_103A_MNIST_DataLoader.ipynb
+.. _`MNIST data preparation`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_103A_MNIST_DataLoader.ipynb
 .. _`Feed Forward Classifier`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_103B_MNIST_FeedForwardNetwork.ipynb
 .. _`CIFAR-10 Data preparation`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_201A_CIFAR-10_DataLoader.ipynb
-.. _`ResNet Classifier`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb
-
+.. _`VGG and ResNet classifiers`: https://github.com/Microsoft/CNTK/tree/v2.0.beta2.0/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb
+.. _`Language understanding`: https://github.com/Microsoft/CNTK/blob/v2.0.beta2.0/bindings/python/tutorials/CNTK_202_Language_Understanding.ipynb
+.. _`Reinforcement learning basics`: https://github.com/Microsoft/CNTK/blob/master/bindings/python/tutorials/CNTK_203_Reinforcement_Learning_Basics.ipynb