Fixing links

Giom-V · web-flow · commit 1f45dd7ed9bf · 2025-06-16T11:49:06.000+02:00
diff --git a/examples/qdrant/README.md b/examples/qdrant/README.md
@@ -8,10 +8,10 @@ This folder contains example notebooks demonstrating how to combine the **Gemini
 
 ### Notebooks
 
-* **[Similarity Search using Qdrant](../examples/qdrant/Qdrant_similarity_search.ipynb)**
+* **[Similarity Search using Qdrant](./Qdrant_similarity_search.ipynb)**
   Load website data, build a semantic search system using embeddings from the Gemini API, store the embeddings in a Qdrant vector DB, and perform similarity search using Gemini-powered queries.
 
-* **[Movie Recommendation using Qdrant](../examples/qdrant/Movie_Recommendation.ipynb)**
+* **[Movie Recommendation using Qdrant](./Movie_Recommendation.ipynb)**
   Process and embed a large movie dataset with the Gemini API, index movie vectors in Qdrant, and build a semantic movie recommender that returns similar movies based on user input using vector similarity search.
 
 ---
@@ -22,4 +22,4 @@ These examples show how to:
 * Store and search high-dimensional vectors in Qdrant.
 * Use Gemini queries to semantically match user input to relevant content.
 
-You can use these templates as a foundation for building search, recommendation, or AI assistant systems using Gemini and Qdrant.
+You can use these templates as a foundation for building search, recommendation, or AI assistant systems using Gemini and Qdrant.
