diff --git a/notebooks/advanced_techniques/contextual_chunk_embedding.ipynb b/notebooks/advanced_techniques/contextual_chunk_embedding.ipynb
index cd76002..a7cebfe 100644
--- a/notebooks/advanced_techniques/contextual_chunk_embedding.ipynb
+++ b/notebooks/advanced_techniques/contextual_chunk_embedding.ipynb
@@ -5,7 +5,7 @@
       "id": "b5718b88-0de5-4874-8a9b-e9cad42d1a86",
       "metadata": {},
       "source": [
-        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/contextual_chunk_embeddings.ipynb)\n",
+        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/contextual_chunk_embedding.ipynb)\n",
         "\n",
         "[![View Article](https://img.shields.io/badge/View%20Article-blue)](https://www.mongodb.com/company/blog/technical/contextualized-chunk-embeddings-combining-local-detail-with-global-context/?utm_campaign=devrel&utm_source=cross-post&utm_medium=organic_social&utm_content=https%3A%2F%2Fgithub.com%2Fmongodb-developer%2FGenAI-Showcase&utm_term=apoorva.joshi)"
       ]