Update my_pages/rashomon_developer.py

my_pages/rashomon_developer.py

@@ -12,18 +12,18 @@ def render():
 
     add_instruction_text(
         """
-        Consider the same data about individuals who did (green) or didn't (red) repay their loans. <br>
-        Make development choices now that will lead to the same variety of models as before.
+        Consider the same data as before. <br>
+        Instead of directly choosing a model, you make development choices now.
         """
     )
 
     #### Choosing regularization
     st.markdown("""
-        **Regularization:** Regularization is a technique that prevents the model from “overfitting,” meaning stops them from learning the noise or small quirks in the data, and helps generalize better. 
+        **Regularization:** Regularization is a technique commonly used to stop models from learning the noise or small quirks in the data, which might not generalize. 
         
-        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.
+        Choose a regularization method:
+        - L1 Regularization: Force your AI model to use less number of features, thus avoiding irrelevant features.
+        - L2 Regularization: Force your AI model to rely less on each feature, even though you use all features, thus avoiding noisy dominance of any single feature.
     """
     )
 
@@ -51,9 +51,7 @@ def render():
     #### Choosing random seed
     if regularization_method=="l1":
         st.markdown("""
-            **Random Seed:** Random seed controls the stochasticity (or randomness) of the learning process.
-            
-            Choose a random seed.
+            **Randomness:** Sometimes there is randomness in the learning process. Flip the coin below.
         """
         )
         random_seed = None