Update my_pages/txt_pages.py

my_pages/txt_pages.py

@@ -26,7 +26,7 @@ def render():
              "is known as the <b><i>Rashomon effect.</i></b>", 4),
             ("As these models represent different interpretations of data, they might disagree with each other, "
              "and produce varying predictions for the same input, known as <b><i>predictive multiplicity.</i></b>", 4),
-            ("<br><br>Click 'Next' to observe the Rashomon effect and multiplicity on an actual dataset.", 1)
+            ("<br><br>Click 'Next' to observe the Rashomon effect and predictive multiplicity on an actual dataset.", 1)
         ]
     
         add_fadein_text(paragraphs)
@@ -37,7 +37,7 @@ def render():
         paragraphs = [
             ("With the existence of numerous interpretations, the choice to pick one falls on the developer.", 3),
             ("A developer makes countless decisions when desiging the model that directly impact the eventual interpretation being chosen.", 4),
-            ("<br><br>Click 'Next' and take a tiny glimpse into various choices a developer has to make.", 1)
+            ("<br><br>Click 'Next' and take just a tiny glimpse into various choices a developer makes when designing an AI model.", 1)
         ]
     
         add_fadein_text(paragraphs)
@@ -47,10 +47,10 @@ def render():
         
         paragraphs = [
             ("With so many decisions to take, it is not possible to make sure each decision is deliberate and appropriately chosen.", 3),
-            ("We use the <b><i>intention-convention-arbitrariness (ICA)</b></i> framework to better understand these decisions.", 2),
-            ("Intentional decisions are taken with an understanding of how they will impact the resulting model.", 2),
-            ("Conventional decisions simply follow existing trends or conventions, without studying their impact in the context.", 2),
-            ("Arbitrary decisions force randomness in model design without any conventional bias or intentional understanding of their impact.", 2),
+            ("We use the <b><i>intention-convention-arbitrariness (ICA)</b></i> framework to better understand these decisions.", 3),
+            ("Intentional decisions are taken with an understanding of how they will impact the resulting model.", 3),
+            ("Conventional decisions simply follow existing trends or conventions, without studying their impact in the context.", 3),
+            ("Arbitrary decisions force randomness in model design without any conventional bias or intentional understanding of their impact.", 3),
             ("<br><br>Click 'Next' to discover how various developer decisions fit into the ICA framework.", 1)
         ]
     
@@ -61,9 +61,9 @@ def render():
         
         paragraphs = [
             ("Conventional decisions by developers can lead to <b><i>homogenization</b></i>, as different models start to converge to similar behaviour. "
-             "Homogenization create concerns of systemic bias and reduced diversity.", 4),
+             "Homogenization create concerns of systemic bias and reduced diversity.", 5),
             ("Arbitrary decisions, on the other hand, can lead to <b><i>conflicting predictions</b></i> between different models. "
-             "Conflicting predictions create capriciousness, thus a 'lack of justification' for arbitrariness in predictions.", 4),
+             "Conflicting predictions create capriciousness, thus a 'lack of justification' for arbitrariness in predictions.", 5),
             ("Let's get into the role of a developer to understand these concerns and why they matter.", 2),
             ("<br><br>Click 'Next' to train your own models to traverse the multiverse.", 1)
         ]