Update README.md

README.md

@@ -4,7 +4,6 @@ emoji: 🩻
 colorFrom: blue
 colorTo: indigo
 sdk: gradio
-sdk_version: 5.16.0
 app_file: app.py
 pinned: false
 license: mit
@@ -13,6 +12,8 @@ short_description: Visual chest X-ray recommender powered by CLIP
 
 # 🩻 Chest X-ray Recommender
 
+**🚀 Live demo:** <https://huggingface.co/spaces/Matanech/CXR_Similarity_Engine>
+
 A visual recommendation engine for chest X-rays, built with CLIP embeddings
 and Gradio. Upload an X-ray **or** describe a finding in words and the app
 returns 3–5 of the most visually similar studies from a pre-computed catalog
@@ -22,7 +23,7 @@ drawn from [`MLforHealthcare/mimic-cxr`](https://huggingface.co/datasets/MLforHe
 
 ## How it works
 
-1. The companion notebook (`Assignment_3_MIMIC_CXR_Recommender.ipynb`) sub-samples
+1. The companion notebook (`Assignment_3_MIMIC_CXR_Recommender_v4.ipynb`) sub-samples
    2,000 chest X-rays from MIMIC-CXR.
 2. Each image is embedded with
    [`openai/clip-vit-base-patch32`](https://huggingface.co/openai/clip-vit-base-patch32)
@@ -38,12 +39,13 @@ drawn from [`MLforHealthcare/mimic-cxr`](https://huggingface.co/datasets/MLforHe
 
 ## Files in this Space
 
-| File                 | Purpose |
-|----------------------|---------|
-| `app.py`             | Gradio interface + recommendation logic |
-| `requirements.txt`   | Python dependencies |
-| `embeddings.parquet` | Pre-computed catalog (built by the notebook) |
-| `README.md`          | This file (also drives the Space card) |
+| File                                          | Purpose |
+|-----------------------------------------------|---------|
+| `app.py`                                      | Gradio interface + recommendation logic |
+| `requirements.txt`                            | Python dependencies |
+| `embeddings.parquet`                          | Pre-computed catalog (built by the notebook) |
+| `Assignment_3_MIMIC_CXR_Recommender_v4.ipynb` | Companion notebook (EDA, embeddings, clustering, app) |
+| `README.md`                                   | This file (also drives the Space card) |
 
 ## Running locally
 
@@ -52,7 +54,7 @@ pip install -r requirements.txt
 python app.py
 ```
 
-The app launches at <https://24573fc64f1e2cc1af.gradio.live>.
+The app launches at <http://127.0.0.1:7860>.
 
 ## Configuration