Update my_pages/txt_pages.py

my_pages/txt_pages.py

@@ -7,12 +7,11 @@ def render():
         add_navigation("landing", "information_loss")
         
         paragraphs = [
-            ("Welcome to the Multiplicity Interactive Demo.", 2),
-            ("In this demo, you will explore how developer choices create a multiverse of possible models, "
-            "and how these choices connect to concerns of arbitrariness and homogenization in AI.", 2),
-            ("The takeaway for the demo will be presented when you click 'Get Started'. "
-            "You may then navigate the demo by interacting with various concepts in the takeaway paragraph "
-            "and returning as you wish, or follow the guided tutorial which will go through all pieces in order.", 2)
+            ("A problem central to AI is the 'prediction problem', i.e., "
+             "being able to anticipate outcomes based on the information we already have.", 4),
+            ("Unfortunately, translating the nuances of real world into 'data' can result in information loss. "
+             "This makes the prediction problem <i>imperfect</i>.", 5),
+            ("<br><br>Click 'Next' to create the data for a real-world problem and notice the information loss.", 1)
         ]
     
         add_fadein_text(paragraphs)
@@ -21,12 +20,13 @@ def render():
         add_navigation("information_loss", "rashomon_effect")
         
         paragraphs = [
-            ("Welcome to the Multiplicity Interactive Demo 2.", 2),
-            ("In this demo, you will explore how developer choices create a multiverse of possible models, "
-            "and how these choices connect to concerns of arbitrariness and homogenization in AI.", 2),
-            ("The takeaway for the demo will be presented when you click 'Get Started'. "
-            "You may then navigate the demo by interacting with various concepts in the takeaway paragraph "
-            "and returning as you wish, or follow the guided tutorial which will go through all pieces in order.", 2)
+            ("Since there is missing information, this leaves room for multiple possible ways to fill the gap.", 3),
+            ("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 <i>Rashomon effect.</i>", 4),
+            ("As these models represent different interpretations of data, they might disagree with each other, "
+             "thus creating conflicting predictions, known as <i>predictive multiplicity.</i>", 4)
+            ("<br><br>Click 'Next' to observe the Rashomon effect and multiplicity on an actual dataset.", 1)
         ]
     
         add_fadein_text(paragraphs)
@@ -35,12 +35,9 @@ def render():
         add_navigation("rashomon_effect", "developer_decisions")
         
         paragraphs = [
-            ("Welcome to the Multiplicity Interactive Demo 3.", 2),
-            ("In this demo, you will explore how developer choices create a multiverse of possible models, "
-            "and how these choices connect to concerns of arbitrariness and homogenization in AI.", 2),
-            ("The takeaway for the demo will be presented when you click 'Get Started'. "
-            "You may then navigate the demo by interacting with various concepts in the takeaway paragraph "
-            "and returning as you wish, or follow the guided tutorial which will go through all pieces in order.", 2)
+            ("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)
         ]
     
         add_fadein_text(paragraphs)