Update pages/Life_cycle_of_ML.py

pages/Life_cycle_of_ML.py

@@ -5,118 +5,104 @@ def display_lifecycle_stage(stage_name, description):
     st.subheader(stage_name)
     st.write(description)
 
-# Page Title
-st.title("Machine Learning Life Cycle")
+# Title
+st.title("Enhanced Machine Learning Life Cycle")
 
-# Markdown Diagram
+# Markdown Diagram with Shapes and Colors
 st.markdown(
     """
-    ```
-               +-----------------------+
-               |   Problem Statement   |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |   Data Collection     |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |     Simple EDA        |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |   Data Preprocessing  |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |         EDA           |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |  Feature Engineering  |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |       Training        |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |        Testing        |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |      Deployment       |
-               +-----------------------+
-                        |
-                        v
-               +-----------------------+
-               |      Monitoring       |
-               +-----------------------+
-    ```
-    """
+    <style>
+    .shape-box { 
+        background-color: #FFDDC1; 
+        padding: 10px; 
+        border-radius: 5px; 
+        text-align: center; 
+        margin-bottom: 10px;
+    }
+    .shape-circle { 
+        background-color: #C1E1FF; 
+        padding: 10px; 
+        border-radius: 50%; 
+        text-align: center; 
+        margin-bottom: 10px;
+    }
+    .shape-diamond { 
+        background-color: #C1FFC1; 
+        padding: 10px; 
+        clip-path: polygon(50% 0%, 100% 50%, 50% 100%, 0% 50%);
+        text-align: center; 
+        margin-bottom: 10px;
+    }
+    </style>
+
+    <div class="shape-box">Problem Statement</div>
+    <div class="shape-circle">Data Collection</div>
+    <div class="shape-box">Simple EDA</div>
+    <div class="shape-diamond">Data Preprocessing</div>
+    <div class="shape-box">EDA</div>
+    <div class="shape-circle">Feature Engineering</div>
+    <div class="shape-box">Training</div>
+    <div class="shape-diamond">Testing</div>
+    <div class="shape-box">Deploying</div>
+    <div class="shape-circle">Monitoring</div>
+    """,
+    unsafe_allow_html=True,
 )
 
 # Buttons for each stage
+st.markdown("### Select a Lifecycle Stage to Learn More:")
 col1, col2 = st.columns(2)
 
 with col1:
     if st.button("Problem Statement"):
         display_lifecycle_stage(
             "Problem Statement",
-            "Defining the problem and setting objectives for the machine learning project.",
+            "Defining the problem and setting objectives for the machine learning project."
         )
     if st.button("Simple EDA"):
         display_lifecycle_stage(
             "Simple EDA",
-            "Performing initial exploratory data analysis to understand data distribution and trends.",
+            "Performing initial exploratory data analysis to understand data distribution and trends."
         )
     if st.button("EDA"):
         display_lifecycle_stage(
             "EDA",
-            "Detailed exploratory data analysis for deeper insights into data patterns.",
+            "Detailed exploratory data analysis for deeper insights into data patterns."
         )
     if st.button("Training"):
         display_lifecycle_stage(
             "Training",
-            "Fitting the model using the training dataset to learn patterns and relationships.",
+            "Fitting the model using the training dataset to learn patterns and relationships."
         )
-    if st.button("Deployment"):
+    if st.button("Deploying"):
         display_lifecycle_stage(
-            "Deployment",
-            "Deploying the trained model to production for real-world use.",
+            "Deploying",
+            "Deploying the trained model to production for real-world use."
         )
 
 with col2:
     if st.button("Data Collection"):
         display_lifecycle_stage(
             "Data Collection",
-            "Gathering the data required for the machine learning project.",
+            "Gathering the data required for the machine learning project."
         )
     if st.button("Data Preprocessing"):
         display_lifecycle_stage(
             "Data Preprocessing",
-            "Cleaning and transforming the data to prepare it for analysis.",
+            "Cleaning and transforming the data to prepare it for analysis."
         )
     if st.button("Feature Engineering"):
         display_lifecycle_stage(
             "Feature Engineering",
-            "Creating new features or modifying existing ones to improve model performance.",
+            "Creating new features or modifying existing ones to improve model performance."
         )
     if st.button("Testing"):
         display_lifecycle_stage(
             "Testing",
-            "Evaluating the model's performance using a separate testing dataset.",
+            "Evaluating the model's performance using a separate testing dataset."
         )
     if st.button("Monitoring"):
         display_lifecycle_stage(
             "Monitoring",
-            "Monitoring the deployed model's performance and maintaining its accuracy.",
+            "Monitoring the deployed model's performance and maintaining its accuracy."
         )