Update my_pages/rashomon_developer.py

my_pages/rashomon_developer.py

@@ -19,7 +19,7 @@ def render():
 
     #### Choosing regularization
     st.markdown("""
-        **Regularization:** Regularization is a technique commonly used to stop models from learning the noise or small quirks in the data, which might not generalize. 
+        **Regularization:** Regularization is a technique commonly used to stop AL models from learning the noise or small quirks in the data that might not generalize. 
         
         Choose a regularization method:
         - L1 Regularization: Force your AI model to use less number of features, thus avoiding irrelevant features.
@@ -51,7 +51,8 @@ def render():
     #### Choosing random seed
     if regularization_method=="l1":
         st.markdown("""
-            **Randomness:** Sometimes there is randomness in the learning process. Flip the coin below.
+            **Randomness:** Sometimes there is randomness in the learning process. Let's flip a coin 
+            (You can just choose Heads or Tails, and we will assume we fliiped a coin, our little secret :P).
         """
         )
         random_seed = None
@@ -59,20 +60,20 @@ def render():
             random_seed = st.session_state.random_seed
         col1, col2 = st.columns([1, 1])
         with col1:
-            if random_seed=="1":
-                button_click_1 = st.button("1", type="primary")
+            if random_seed=="Heads":
+                button_click_1 = st.button("Heads", type="primary")
             else:
-                button_click_1 = st.button("1")
+                button_click_1 = st.button("Heads")
             if button_click_1:
-                st.session_state.random_seed = "1"
+                st.session_state.random_seed = "Heads"
                 st.rerun()
         with col2:
-            if random_seed=="2":
-                button_click_2 = st.button("2", type="primary")
+            if random_seed=="Tails":
+                button_click_2 = st.button("Tails", type="primary")
             else:
-                button_click_2 = st.button("2")
+                button_click_2 = st.button("Tails")
             if button_click_2:
-                st.session_state.random_seed = "2"
+                st.session_state.random_seed = "Tails"
                 st.rerun()
 
     #### Plot the final figure
@@ -80,9 +81,9 @@ def render():
     if regularization_method=="l2":
         plot_chosen = "slant"
     if regularization_method=="l1":
-        if random_seed=="1":
+        if random_seed=="Heads":
             plot_chosen = "vertical"
-        elif random_seed=="2":
+        elif random_seed=="Tails":
             plot_chosen = "horizontal"
 
     if plot_chosen is not None: