new stuff in readme.md

readme.md

@@ -1,6 +1,6 @@
 # Italian CLIP
 
-....
+With a few tricks, we have been able to fine-tune a competitive CLIP-italian model with only 1 million training samples.
 
 # Novel Contributions
 
@@ -32,9 +32,7 @@ on the data and removed all the captions that were composed for the 80% or more
 
 ### Backbone Freezing
 
-![Backbone Freezing](https://huggingface.co/spaces/clip-italian/clip-italian-demo/raw/main/static/img/clip-italian.png)
-
-
+<img src="static/img/clip-italian.png" alt="drawing" width="200"/>
 
 # Scientific Validity
 
@@ -43,6 +41,9 @@ To better understand how well our clip-italian model works we run an experimenta
 
 ## mCLIP
 
+## Experiments Replication
+We provide two colab notebooks to replicate both experiments.
+
 ## Tasks
 
 We selected two different tasks: