diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index d3f16bbf33d..a4ceb1daa67 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -75,3 +75,4 @@ nav:
   - CIFAR-10 CNN-Capsule: examples/cifar10_cnn_capsule.md
   - CIFAR-10 CNN with augmentation (TF): examples/cifar10_cnn_tfaugment2d.md
   - CIFAR-10 ResNet: examples/cifar10_resnet.md
+  - Convolution filter visualization: examples/conv_filter_visualization.md
diff --git a/examples/conv_filter_visualization.py b/examples/conv_filter_visualization.py
index fc7ad64da58..695e69cd0cc 100644
--- a/examples/conv_filter_visualization.py
+++ b/examples/conv_filter_visualization.py
@@ -1,8 +1,9 @@
-"""Visualization of the filters of VGG16, via gradient ascent in input space.
+"""
+#Visualization of the filters of VGG16, via gradient ascent in input space.
 
 This script can run on CPU in a few minutes.
 
-Results example: http://i.imgur.com/4nj4KjN.jpg
+Results example: ![Visualization](http://i.imgur.com/4nj4KjN.jpg)
 """
 from __future__ import print_function