Update README.md

README.md

@@ -111,4 +111,15 @@ text_embedding = text_encoder(**tokenizer(text,
                                           return_tensors='pt')).pooler_output
 image_embedding = vision_encoder(**preprocessor(image, 
                                                 return_tensors='pt')).pooler_output
+```
+
+### Demo:
+The followings are just some use cases of CLIPfa on 25K Unsplash images
+
+* use pip install -q git+https://github.com/sajjjadayobi/clipfa.git
+```python
+from clipfa import CLIPDemo
+demo = CLIPDemo(vision_encoder, text_encoder, tokenizer)
+demo.compute_text_embeddings(['گاو' ,'اسب' ,'ماهی'])
+demo.compute_image_embeddings(test_df.image_path.to_list())
 ```