Update pages/3Life Cycle of Machine Learning Project.py

pages/3Life Cycle of Machine Learning Project.py

@@ -1,5 +1,4 @@
 import streamlit as st
-import streamlit as st
 
 # Page configuration
 st.set_page_config(
@@ -23,6 +22,12 @@ st.markdown("""
         margin-top: 20px;
         margin-bottom: 10px;
     }
+    .description {
+        text-align: center;
+        font-size: 18px;
+        margin-bottom: 30px;
+        color: #333333;
+    }
     .circle-container {
         display: flex;
         justify-content: center;
@@ -37,6 +42,15 @@ st.markdown("""
         display: flex;
         justify-content: center;
         align-items: center;
+        background: rgba(255, 255, 255, 0.8);
+        box-shadow: 0px 4px 15px rgba(0, 0, 0, 0.2);
+    }
+    .circle h2 {
+        position: absolute;
+        font-size: 28px;
+        color: #BB3385;
+        font-weight: bold;
+        text-align: center;
     }
     .steps {
         position: absolute;
@@ -51,52 +65,68 @@ st.markdown("""
         width: 160px;
         height: 60px;
         font-size: 16px;
-        background-color: #f0f8ff;
         color: black;
         border-radius: 30px;
         display: flex;
         justify-content: center;
         align-items: center;
         text-align: center;
-        cursor: pointer;
         transform-origin: 50% 50%;
-        transition: transform 0.3s ease, background-color 0.3s ease;
         font-weight: bold;
+        box-shadow: 2px 2px 6px rgba(0, 0, 0, 0.2);
     }
-    .step:hover {
-        background-color: #e6e6fa;
-    }
-    #step1 { transform: rotate(0deg) translateX(320px) rotate(-0deg); }
-    #step2 { transform: rotate(36deg) translateX(320px) rotate(-36deg); }
-    #step3 { transform: rotate(72deg) translateX(320px) rotate(-72deg); }
-    #step4 { transform: rotate(108deg) translateX(320px) rotate(-108deg); }
-    #step5 { transform: rotate(144deg) translateX(320px) rotate(-144deg); }
-    #step6 { transform: rotate(180deg) translateX(320px) rotate(-180deg); }
-    #step7 { transform: rotate(216deg) translateX(320px) rotate(-216deg); }
-    #step8 { transform: rotate(252deg) translateX(320px) rotate(-252deg); }
-    #step9 { transform: rotate(288deg) translateX(320px) rotate(-288deg); }
-    #step10 { transform: rotate(324deg) translateX(320px) rotate(-324deg); }
+    #step1 { transform: rotate(0deg) translateX(320px) rotate(-0deg); background-color: #FFCCCB; } /* Light Red */
+    #step2 { transform: rotate(36deg) translateX(320px) rotate(-36deg); background-color: #FFD700; } /* Gold */
+    #step3 { transform: rotate(72deg) translateX(320px) rotate(-72deg); background-color: #90EE90; } /* Light Green */
+    #step4 { transform: rotate(108deg) translateX(320px) rotate(-108deg); background-color: #ADD8E6; } /* Light Blue */
+    #step5 { transform: rotate(144deg) translateX(320px) rotate(-144deg); background-color: #FFB6C1; } /* Light Pink */
+    #step6 { transform: rotate(180deg) translateX(320px) rotate(-180deg); background-color: #FFA07A; } /* Light Salmon */
+    #step7 { transform: rotate(216deg) translateX(320px) rotate(-216deg); background-color: #D8BFD8; } /* Thistle */
+    #step8 { transform: rotate(252deg) translateX(320px) rotate(-252deg); background-color: #FFFFE0; } /* Light Yellow */
+    #step9 { transform: rotate(288deg) translateX(320px) rotate(-288deg); background-color: #E0FFFF; } /* Light Cyan */
+    #step10 { transform: rotate(324deg) translateX(320px) rotate(-324deg); background-color: #F5DEB3; } /* Wheat */
     </style>
 """, unsafe_allow_html=True)
 
+# Render the title
+st.markdown('<h1>Life Cycle of End-to-End ML Project</h1>', unsafe_allow_html=True)
+
+# Add the description above the circular layout
+st.markdown(
+    """
+    <div class="description">
+    - In this page, I will take you through the 10 crucial steps involved in the life cycle of a Machine Learning project.<br>
+    - These steps outline the entire process:
+        - Starting from defining the problem and collecting data.<br>
+        - Building, deploying, and monitoring the model.<br>
+    - Each step plays a significant role in ensuring the success of the project:
+        - Addressing technical and practical challenges along the way.<br>
+    - By following these steps, you can create a robust and efficient ML solution.
+    </div>
+    """,
+    unsafe_allow_html=True,
+)
 
 # Render the circular layout
-st.markdown('<h1>Life Cycle of End-to-End ML Project</h1>', unsafe_allow_html=True)
-st.markdown("""
-<div class="circle-container">
-    <div class="circle">
-        <div class="steps">
-            <div class="step" id="step1">Problem Statement</div>
-            <div class="step" id="step2">Data Collection</div>
-            <div class="step" id="step3">Simple EDA</div>
-            <div class="step" id="step4">Data Preprocessing</div>
-            <div class="step" id="step5">EDA</div>
-            <div class="step" id="step6">Feature Engineering</div>
-            <div class="step" id="step7">Model Training</div>
-            <div class="step" id="step8">Model Testing</div>
-            <div class="step" id="step9">Model Deployment</div>
-            <div class="step" id="step10">Monitoring</div>
+st.markdown(
+    """
+    <div class="circle-container">
+        <div class="circle">
+            <h2>Machine Learning</h2>
+            <div class="steps">
+                <div class="step" id="step1">1. Problem Statement</div>
+                <div class="step" id="step2">2. Data Collection</div>
+                <div class="step" id="step3">3. Simple EDA</div>
+                <div class="step" id="step4">4. Data Preprocessing</div>
+                <div class="step" id="step5">5. EDA</div>
+                <div class="step" id="step6">6. Feature Engineering</div>
+                <div class="step" id="step7">7. Model Training</div>
+                <div class="step" id="step8">8. Model Testing</div>
+                <div class="step" id="step9">9. Model Deployment</div>
+                <div class="step" id="step10">10. Monitoring</div>
+            </div>
         </div>
     </div>
-</div>
-""", unsafe_allow_html=True)
+    """,
+    unsafe_allow_html=True
+)