diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -54,24 +54,24 @@ You are able to try out the interactive Colab Notebooks which allow you to use a
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-<h5>Interactive C++ Examples from <a href="https://towardsdatascience.com/machine-learning-and-data-processing-in-the-gpu-with-vulkan-kompute-c9350e5e5d3a">Blog Post</a></h5>
+<h5>Interactive <a href="https://towardsdatascience.com/beyond-cuda-gpu-accelerated-python-for-machine-learning-in-cross-vendor-graphics-cards-made-simple-6cc828a45cc3">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>
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-<h5>Interactive Python Examples 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>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>
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-<a href="https://towardsdatascience.com/beyond-cuda-gpu-accelerated-python-for-machine-learning-in-cross-vendor-graphics-cards-made-simple-6cc828a45cc3">
+<a href="https://colab.research.google.com/drive/1l3hNSq2AcJ5j2E3YIw__jKy5n6M615GP?authuser=1#scrollTo=1BipBsO-fQRD">
 <img src="https://raw.githubusercontent.com/EthicalML/vulkan-kompute/master/docs/images/binder-cpp.jpg">
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-<a href="https://towardsdatascience.com/machine-learning-and-data-processing-in-the-gpu-with-vulkan-kompute-c9350e5e5d3a">
+<a href="https://colab.research.google.com/drive/15uQ7qMZuOyk8JcXF-3SB2R5yNFW21I4P">
 <img src="https://raw.githubusercontent.com/EthicalML/vulkan-kompute/master/docs/images/binder-python.jpg">
 </a>
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