Update README.md

README.md

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 pinned: false
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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
-
-<iframe width="100%" height="480"
-src="https://www.youtube.com/embed/nwbPAR7UApw"
-title="Project presentation"
-frameborder="0"
-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.