Update my_pages/txt_pages.py

my_pages/txt_pages.py

@@ -8,10 +8,10 @@ def render():
         
         paragraphs = [
             ("A problem central to AI is the 'prediction problem', i.e., "
-             "being able to anticipate outcomes based on the information we already have.", 3),
+             "being able to anticipate outcomes based on the information we already have.", 0),
             ("Unfortunately, translating the nuances of real world into 'data' can result in information loss. "
-             "This makes the prediction problem <b><i>imperfect</i></b>.", 5),
-            ("<br><br>Click 'Next' to create data for a real-world problem and notice this information loss.", 1)
+             "This makes the prediction problem <b><i>imperfect</i></b>.", 3),
+            ("<br><br>Click 'Next' to create data for a real-world problem and notice this information loss.", 8)
         ]
     
         add_fadein_text(paragraphs)
@@ -20,13 +20,13 @@ def render():
         add_navigation("information_loss", "rashomon_effect")
         
         paragraphs = [
-            ("Since there is missing information, this leaves room for multiple possible ways to fill the gap.", 3),
+            ("Since there is missing information, this leaves room for multiple possible ways to fill the gap.", 0),
             ("The existence of multiple equally correct interpretations of data (i.e., AI models), "
              "with no evidence to elevate one over another due to lack of information, "
-             "is known as the <b><i>Rashomon effect.</i></b>", 4),
+             "is known as the <b><i>Rashomon effect.</i></b>", 3),
             ("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 predictive multiplicity on an actual dataset.", 1)
+             "and produce varying predictions for the same input, known as <b><i>predictive multiplicity.</i></b>", 7),
+            ("<br><br>Click 'Next' to observe the Rashomon effect and predictive multiplicity on an actual dataset.", 11)
         ]
     
         add_fadein_text(paragraphs)
@@ -35,10 +35,10 @@ def render():
         add_navigation("rashomon_effect", "rashomon_developer")
         
         paragraphs = [
-            ("With the existence of numerous interpretations, the choice to pick one falls on the developer.", 3),
+            ("With the existence of numerous interpretations, the choice to pick one falls on the developer.", 0),
             ("In reality, developers do not simply choose models after training them all, "
-             "but instead make implicit choices throughout the model development pipeline that impact the resulting model.", 4),
-            ("<br><br>Click 'Next' to observe how choices during model development results in the same Rashomon effect as seen before.", 1)
+             "but instead make implicit choices throughout the model development pipeline that impact the resulting model.", 3),
+            ("<br><br>Click 'Next' to observe how choices during model development results in the same Rashomon effect as seen before.", 7)
         ]
     
         add_fadein_text(paragraphs)
@@ -47,8 +47,8 @@ def render():
         add_navigation("rashomon_developer", "developer_decisions")
         
         paragraphs = [
-            ("But a developer makes countless decisions when desiging the model that will impact the eventual interpretation being chosen.", 4),
-            ("<br><br>Click 'Next' and take just a tiny glimpse into various choices a developer makes when designing an AI model.", 1)
+            ("But a developer makes countless decisions when desiging the model that will impact the eventual interpretation being chosen.", 0),
+            ("<br><br>Click 'Next' and take just a tiny glimpse into various choices a developer makes when designing an AI model.", 4)
         ]
     
         add_fadein_text(paragraphs)
@@ -57,12 +57,12 @@ def render():
         add_navigation("developer_decisions", "ica")
         
         paragraphs = [
-            ("With so many decisions to take, it is not possible to make sure each decision is deliberate and appropriately chosen.", 3),
+            ("With so many decisions to take, it is not possible to make sure each decision is deliberate and appropriately chosen.", 0),
             ("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)
+            ("Intentional decisions are taken with an understanding of how they will impact the resulting model.", 6),
+            ("Conventional decisions simply follow existing trends or conventions, without studying their impact in the context.", 9),
+            ("Arbitrary decisions force randomness in model design without any conventional bias or intentional understanding of their impact.", 12),
+            ("<br><br>Click 'Next' to discover how various developer decisions fit into the ICA framework.", 15)
         ]
     
         add_fadein_text(paragraphs)
@@ -72,11 +72,11 @@ 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.", 5),
+             "Homogenization create concerns of systemic bias and reduced diversity.", 0),
             ("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.", 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)
+            ("Let's get into the role of a developer to understand these concerns and why they matter.", 10),
+            ("<br><br>Click 'Next' to train your own models to traverse the multiverse.", 12)
         ]
     
         add_fadein_text(paragraphs)
@@ -85,10 +85,10 @@ def render():
         add_navigation("multiverse", "conclusion")
         
         paragraphs = [
-            ("AI prediction problems will rarely <i>(read 'never')</i> have just one solution, thus creating multiplicity.", 2),
+            ("AI prediction problems will rarely <i>(read 'never')</i> have just one solution, thus creating multiplicity.", 0),
             ("Navigating the multiplicity of models is an extremely important problem in AI, "
-             "as it directly impacts the individuals and the decisions they receive.", 4),
-            ("<br><br>The field of multiplicity is quite young, and we are excited to see what's next!", 2),
+             "as it directly impacts the individuals and the decisions they receive.", 2),
+            ("<br><br>The field of multiplicity is quite young, and we are excited to see what's next!", 6),
         ]
     
         add_fadein_text(paragraphs)