Update my_pages/rashomon_developer.py

my_pages/rashomon_developer.py

@@ -13,14 +13,14 @@ def render():
     add_instruction_text(
         """
         Consider the following data about individuals who did (green) or didn't (red) repay their loans. <br>
-        Make model development choices now that will lead you to the same variety of models as before.
+        Make development choices now that will lead to the same variety of models as before.
         """
     )
 
     #### Choosing regularization
     st.markdown("""
         **Regularization:** Regularization is a technique that prevents the model from “overfitting,” meaning stop them from learning the noise or small quirks in the data. 
-        Regularization helps the model stay more general, so it makes better predictions on new data.<br>
+        
         Choose a regularization technique:
         - L1 Regularization: This forces the model to work with as few features as possible, which helps highlight the most important signals and ignore irrelevant ones.
         - L2 Regularization: This forces the model to rely less on each feature, even though all features are used, which helps prevent any single feature from overpowering the model.
@@ -49,12 +49,12 @@ def render():
             st.rerun()
 
     #### Choosing random seed
-    st.markdown("""
-        **Random Seed:** Random seed controls the stochasticity (or randomness) of the learning process.<br>
-        Choose a random seed.
-    """
-    )
     if regularization_method=="l1":
+        st.markdown("""
+            **Random Seed:** Random seed controls the stochasticity (or randomness) of the learning process.<br>
+            Choose a random seed.
+        """
+        )
         random_seed = None
         if "random_seed" in st.session_state:
             random_seed = st.session_state.random_seed
@@ -95,6 +95,6 @@ def render():
             Your choices during model development lead you to this model.
         """
         st.markdown(
-            f"<div style='text-align:center; color:#c0392b; font-size:20px; margin:0;'>{multiplicity_message}</div>",
+            f"<div style='text-align:center; color:#c0392b; font-size:20px;'>{multiplicity_message}</div>",
             unsafe_allow_html=True,
         )