Typos fixed

examples.py

@@ -6,13 +6,14 @@ def app():
     #st.title("Examples & Applications")
     st.markdown("<h1 style='text-align: center; color: #CD212A;'> Examples & Applications </h1>", unsafe_allow_html=True)
     st.markdown("<h2 style='text-align: center; color: #008C45; font-weight:bold;'> Complex Queries -Image Retrieval </h2>", unsafe_allow_html=True)
+    
     st.write(
         """
         
 
-        Even though we trained the Italian CLIP model on way less examples than the original
-        OpenAI's CLIP, our training choices and quality datasets led to impressive results!
-        Here, we collected few of **the most impressive text-image associations** learned by our model.
+        Even though we trained the Italian CLIP model on way less examples(~1.4M) than the original
+        OpenAI's CLIP (~400M), our training choices and quality datasets led to impressive results!
+        Here, we present some of **the most impressive text-image associations** learned by our model.
         
         Remember you can head to the **Text to Image** section of the demo at any time to test your own🤌 Italian queries!
         
@@ -20,7 +21,7 @@ def app():
     )
 
     st.markdown("### 1. Actors in Scenes")
-    st.markdown("These examples comes from the CC dataset")
+    st.markdown("These examples were taken from the CC dataset")
 
     st.subheader("una coppia")
     st.markdown("*a couple*")
@@ -40,7 +41,7 @@ def app():
     st.image("static/img/examples/couple_3.jpeg")
 
     st.markdown("### 2. Dresses")
-    st.markdown("These examples comes from the Unsplash dataset")
+    st.markdown("These examples were taken from the Unsplash dataset")
 
     col1, col2 = st.beta_columns(2)
     col1.subheader("un vestito primavrile")
@@ -58,4 +59,4 @@ def app():
                 "Is the DALLE-mini logo an *avocado* or an armchair (*poltrona*)?")
 
     st.image("static/img/examples/dalle_mini.png")
-    st.markdown("It seems it's half an armchair and half an avocado! We thank the team for the great idea :)")
+    st.markdown("It seems it's half an armchair and half an avocado! We thank the DALLE-mini team for the great idea :)")