Update README.md

README.md

@@ -1,25 +1,10 @@
----
-title: VEN - AI Restaurant Matchmaker
-emoji: 🍔
-colorFrom: blue
-colorTo: indigo
-sdk: gradio
-sdk_version: 5.0.0
-app_file: app.py
-pinned: false
-license: mit
----
 
 # 🍔 VEN: Semantic Restaurant Discovery System
 
 **VEN** is an AI-powered recommendation engine designed to find the perfect restaurant in Tel Aviv based on user context, vibe, and specific preferences.
 
-Unlike traditional filters (e.g., "Italian", "$$"), VEN uses **Semantic Search** and **Persona Matching** to understand the *intent* behind the search (e.g., "A romantic quiet place for a date" vs. "Lively place for drinks with friends").
+Unlike traditional filters (e.g., "Italian", "Thai"), VEN uses **Semantic Search** and **Persona Matching** to understand the *intent* behind the search (e.g., "A romantic quiet place for a date" vs. "Lively place for drinks with friends").
 
-## 📸 Interface Preview
-
-![Main Interface](WhatsApp%20Image%202026-01-19%20at%2022.28.58.jpeg)
-*(The VEN interface features a clean dark-mode design with smart filtering)*
 
 ## 🚀 Key Features
 
@@ -31,17 +16,12 @@ Unlike traditional filters (e.g., "Italian", "$$"), VEN uses **Semantic Search**
 
 ## 🛠️ Tech Stack
 
-* **Python 3.10+**
+* **Python**
 * **Gradio:** For the web interface.
 * **Sentence-Transformers (`all-mpnet-base-v2`):** For generating high-quality text embeddings.
 * **Scikit-Learn:** For calculating Cosine Similarity between user input and reviewer profiles.
 * **Pandas & NumPy:** For data manipulation and vector operations.
 
-## 🖼️ More Screenshots
-
-| Recommendation Card | Filter Settings | Search Results |
-|:-------------------:|:---------------:|:--------------:|
-| ![Card](WhatsApp%20Image%202026-01-19%20at%2022.28.46.jpeg) | ![Filters](WhatsApp%20Image%202026-01-19%20at%2022.28.34%20(1).jpeg) | ![Results](WhatsApp%20Image%202026-01-19%20at%2022.28.22%20(1).jpeg) |
 
 ## 🧠 How It Works
 
@@ -51,10 +31,15 @@ Unlike traditional filters (e.g., "Italian", "$$"), VEN uses **Semantic Search**
 4.  **Similarity Search:** It calculates the **Cosine Similarity** to find the closest match.
 5.  **Ranking:** The system ranks restaurants within that Persona cluster and returns the highest-rated match with a relevant review.
 
+## 🖼️ More Screenshots
+
+| Recommendation Card | Filter Settings | Search Results |
+|:-------------------:|:---------------:|:--------------:|
+| ![Card](WhatsApp%20Image%202026-01-19%20at%2022.28.46.jpeg) | ![Filters](WhatsApp%20Image%202026-01-19%20at%2022.28.34%20(1).jpeg) | ![Results](WhatsApp%20Image%202026-01-19%20at%2022.28.22%20(1).jpeg) | ![Main Interface](WhatsApp%20Image%202026-01-19%20at%2022.28.58.jpeg)
+![Main Interface](WhatsApp%20Image%202026-01-19%20at%2022.28.58.jpeg)
+
 ## 👥 Authors
 
 * **Matan** - Data Scientist & Developer
 * **Gal** - Data Scientist & Developer
 
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-*Created as a final project for the Data Analysis Course.*