Update README.md

README.md

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+## Landscape Image Recommendation System
+
+This Space hosts a content-based image recommendation system for landscape images.  
+Users can upload a landscape image and receive visually similar recommendations based on CLIP image embeddings and cosine similarity.
+
+---
 
 ## Project Presentation Video
 
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 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
 allowfullscreen>
 </iframe>
+
+---
+
+### How it works
+- Images are represented using CLIP image embeddings.
+- User input is converted into an embedding vector.
+- Cosine similarity is used to find the most similar images.
+- The top 3 most similar images are returned as recommendations.
+
+---
+
+### Notes
+This project was developed as part of a recommendation systems assignment and is fully reproducible using the provided code and resources.