rename to prototypes

app.py

@@ -329,9 +329,9 @@ tabbed_examples = {
         "Pup4": "pup4.jpeg",
         "Pup5": "pup5.jpg",
     },
-    "Embeddings": {
-        "Black & White": "#Black & White embeddings",
-        "Fire": "#Fire embeddings",
+    "Prototypes": {
+        "Black & White": "#Black & White Embedding Prototype",
+        "Fire": "#Fire Embedding Prototype",
     },       
     "Portraits": {
         "Snoop": "Snoop Dogg.jpg",
@@ -521,10 +521,10 @@ A tool for exploring CLIP embedding space.
 """
 My interest is to use CLIP for image/video understanding (see [CLIP_visual-spatial-reasoning](https://github.com/Sohojoe/CLIP_visual-spatial-reasoning).)
 
-**Example #2** - adding black & white embeddings 
+**Example #2** - adding black & white embedding prototype 
 
 * Add the image Pups->Pup4 on Input tab 1
-* Add Embeddings->Black&White on Input tab 2
+* Add Prototypes->Black&White on Input tab 2
 * Set Input 2 embeddings power to 1.3
 * Click the "Search Embedding Space" to see the results
 * Note: You may need to play with the power with different source images