diff --git a/README.md b/README.md
index 56a53d253..cad903a43 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@
 
 Kompute is provided as a single header file [`Kompute.hpp`](#setup). See [build-system section](#build-overview) for configurations available.
 
-### Interactive Notebook & Hands on Videos
+### Interactive Notebooks & Hands on Videos
 
 You are able to try out the interactive Colab Notebooks which allow you to use a free GPU. The available examples are the Python and C++ examples below:
 
@@ -54,11 +54,11 @@ You are able to try out the interactive Colab Notebooks which allow you to use a
 <tr>
 
 <td width="50%">
-<h5>Interactive <a href="https://colab.research.google.com/drive/1l3hNSq2AcJ5j2E3YIw__jKy5n6M615GP?authuser=1#scrollTo=1BipBsO-fQRD">C++ Colab</a> from <a href="https://towardsdatascience.com/machine-learning-and-data-processing-in-the-gpu-with-vulkan-kompute-c9350e5e5d3a">Blog Post</a></h5>
+<h5>Try the interactive <a href="https://colab.research.google.com/drive/1l3hNSq2AcJ5j2E3YIw__jKy5n6M615GP?authuser=1#scrollTo=1BipBsO-fQRD">C++ Colab</a> from <a href="https://towardsdatascience.com/machine-learning-and-data-processing-in-the-gpu-with-vulkan-kompute-c9350e5e5d3a">Blog Post</a></h5>
 </td>
 
 <td>
-<h5>Interactive <a href="https://colab.research.google.com/drive/15uQ7qMZuOyk8JcXF-3SB2R5yNFW21I4P">Python Colab</a> from <a href="https://towardsdatascience.com/beyond-cuda-gpu-accelerated-python-for-machine-learning-in-cross-vendor-graphics-cards-made-simple-6cc828a45cc3">Blog Post</a></h5>
+<h5>Try the interactive <a href="https://colab.research.google.com/drive/15uQ7qMZuOyk8JcXF-3SB2R5yNFW21I4P">Python Colab</a> from <a href="https://towardsdatascience.com/beyond-cuda-gpu-accelerated-python-for-machine-learning-in-cross-vendor-graphics-cards-made-simple-6cc828a45cc3">Blog Post</a></h5>
 </td>
 
 </tr>
@@ -88,11 +88,11 @@ Both talks have annotated sections - the intro for both is almost the same so yo
 <tr>
 
 <td width="50%">
-<h5>For <a href="https://www.youtube.com/watch?v=Xz4fiQNmGSA">C++ & Vulkan SDK</a> Enthusiasts</h5>
+<h5>Watch the video for <a href="https://www.youtube.com/watch?v=Xz4fiQNmGSA">C++ & Vulkan SDK</a> Enthusiasts</h5>
 </td>
 
 <td>
-<h5>For <a href="https://www.youtube.com/watch?v=AJRyZ09IUdg">Python & Machine Learning</a> Enthusiasts</h5>
+<h5>Watch the video for <a href="https://www.youtube.com/watch?v=AJRyZ09IUdg">Python & Machine Learning</a> Enthusiasts</h5>
 </td>
 
 </tr>