Update pages/Life_cycle_of_ML.py

pages/Life_cycle_of_ML.py

@@ -1,91 +1,5 @@
 import streamlit as st
 
-# HTML content inside a string for correct syntax
-html_content = """
-# Life Cycle of ML
-
-The life cycle of Machine Learning (ML) involves several stages, from defining the problem to deploying and monitoring the model. Here's an overview of each stage:
-
-1. **Problem Statement:** Understanding the problem and setting objectives for the ML model.
-2. **Data Collection:** Gathering relevant data for model training.
-3. **Simple EDA (Exploratory Data Analysis):** Initial analysis to understand the dataset's basic properties.
-4. **Data Preprocessing:** Cleaning the data to ensure it's in a usable format.
-5. **EDA (Exploratory Data Analysis):** Deeper analysis to gain insights and find patterns in the data.
-6. **Feature Engineering:** Creating new features or modifying existing ones to improve model performance.
-7. **Training:** Training machine learning models using the processed data.
-8. **Testing:** Evaluating the trained model using a test set to assess its performance.
-9. **Deploying:** Deploying the model to a production environment.
-10. **Monitoring:** Continuously monitoring the model's performance in the production environment.
-
----
-
-## Shapes Representing the ML Life Cycle
-
-<svg width="800" height="600">
-  <!-- Problem Statement (Rectangle) -->
-  <rect x="50" y="50" width="150" height="50" fill="#FFB6C1" stroke="#000" />
-  <text x="125" y="80" fill="#000" font-size="14" text-anchor="middle">Problem Statement</text>
-  
-  <!-- Data Collection (Ellipse) -->
-  <ellipse cx="300" cy="75" rx="80" ry="40" fill="#ADD8E6" stroke="#000" />
-  <text x="300" y="80" fill="#000" font-size="14" text-anchor="middle">Data Collection</text>
-  
-  <!-- Simple EDA (Ellipse) -->
-  <ellipse cx="500" cy="75" rx="80" ry="40" fill="#90EE90" stroke="#000" />
-  <text x="500" y="80" fill="#000" font-size="14" text-anchor="middle">Simple EDA</text>
-  
-  <!-- Arrows between Problem Statement, Data Collection, and Simple EDA -->
-  <line x1="200" y1="75" x2="260" y2="75" stroke="#000" marker-end="url(#arrow)" />
-  <line x1="380" y1="75" x2="460" y2="75" stroke="#000" marker-end="url(#arrow)" />
-  
-  <!-- Data Preprocessing (Rectangle) -->
-  <rect x="50" y="200" width="150" height="50" fill="#FFD700" stroke="#000" />
-  <text x="125" y="230" fill="#000" font-size="14" text-anchor="middle">Data Preprocessing</text>
-  
-  <!-- EDA (Circle) -->
-  <circle cx="300" cy="225" r="40" fill="#FF7F50" stroke="#000" />
-  <text x="300" y="230" fill="#000" font-size="14" text-anchor="middle">EDA</text>
-  
-  <!-- Feature Engineering (Ellipse) -->
-  <ellipse cx="500" cy="225" rx="80" ry="40" fill="#9370DB" stroke="#000" />
-  <text x="500" y="230" fill="#000" font-size="14" text-anchor="middle">Feature Engineering</text>
-  
-  <!-- Arrows between Data Preprocessing, EDA, and Feature Engineering -->
-  <line x1="125" y1="250" x2="260" y2="225" stroke="#000" marker-end="url(#arrow)" />
-  <line x1="380" y1="225" x2="460" y2="225" stroke="#000" marker-end="url(#arrow)" />
-  
-  <!-- Training (Rectangle) -->
-  <rect x="50" y="350" width="150" height="50" fill="#FF6347" stroke="#000" />
-  <text x="125" y="380" fill="#000" font-size="14" text-anchor="middle">Training</text>
-  
-  <!-- Testing (Circle) -->
-  <circle cx="300" cy="375" r="40" fill="#98FB98" stroke="#000" />
-  <text x="300" y="380" fill="#000" font-size="14" text-anchor="middle">Testing</text>
-  
-  <!-- Deploying (Ellipse) -->
-  <ellipse cx="500" cy="375" rx="80" ry="40" fill="#F0E68C" stroke="#000" />
-  <text x="500" y="380" fill="#000" font-size="14" text-anchor="middle">Deploying</text>
-  
-  <!-- Arrows between Training, Testing, and Deploying -->
-  <line x1="125" y1="400" x2="260" y2="375" stroke="#000" marker-end="url(#arrow)" />
-  <line x1="380" y1="375" x2="460" y2="375" stroke="#000" marker-end="url(#arrow)" />
-  
-  <!-- Monitoring (Rectangle) -->
-  <rect x="250" y="500" width="150" height="50" fill="#B0E0E6" stroke="#000" />
-  <text x="325" y="530" fill="#000" font-size="14" text-anchor="middle">Monitoring</text>
-  
-  <!-- Arrow from Deploying to Monitoring -->
-  <line x1="580" y1="375" x2="325" y2="500" stroke="#000" marker-end="url(#arrow)" />
-  
-  <!-- Define arrow marker -->
-  <defs>
-    <marker id="arrow" viewBox="0 0 10 10" refX="5" refY="5" markerWidth="4" markerHeight="4" orient="auto">
-      <polygon points="0,0 10,5 0,10" fill="#000" />
-    </marker>
-  </defs>
-</svg>
-st.markdown(html_content, unsafe_allow_html=True)
-
 # Initialize session state for tracking the current lifecycle step
 if "step" not in st.session_state:
     st.session_state.step = 0
@@ -96,12 +10,16 @@ ml_lifecycle = [
         "title": "1️⃣ **Problem Statement**",
         "description": """
         **Goal**:
+        Understand the problem you are trying to solve, define the objectives, and determine the success criteria for the project.
         """
     },
     {
         "title": "2️⃣ **Data Collection**",
         "description": """
         **Goal**: 
+        Collect relevant data to train the model.
+        - Sources: Surveys, web scraping, APIs, etc.
+        - Example: Collecting data from customer interactions on a website.
         """
     },
     {
@@ -198,4 +116,70 @@ st.markdown(current_step['description'])
 
 # Reset button
 if st.button("🔄 Restart"):
-    st.session_state.step = 0
+    st.session_state.step = 0
+
+# HTML content for shapes and buttons
+html_content = """
+# Life Cycle of ML
+
+The life cycle of Machine Learning (ML) involves several stages, from defining the problem to deploying and monitoring the model. Here's an overview of each stage:
+
+1. **Problem Statement:** Understanding the problem and setting objectives for the ML model.
+2. **Data Collection:** Gathering relevant data for model training.
+3. **Simple EDA (Exploratory Data Analysis):** Initial analysis to understand the dataset's basic properties.
+4. **Data Preprocessing:** Cleaning the data to ensure it's in a usable format.
+5. **EDA (Exploratory Data Analysis):** Deeper analysis to gain insights and find patterns in the data.
+6. **Feature Engineering:** Creating new features or modifying existing ones to improve model performance.
+7. **Training:** Training machine learning models using the processed data.
+8. **Testing:** Evaluating the trained model using a test set to assess its performance.
+9. **Deploying:** Deploying the model to a production environment.
+10. **Monitoring:** Continuously monitoring the model's performance in the production environment.
+
+---
+
+## Shapes Representing the ML Life Cycle
+
+<svg width="800" height="600">
+  <!-- Problem Statement (Rectangle) -->
+  <rect x="50" y="50" width="150" height="50" fill="#FFB6C1" stroke="#000" />
+  <text x="125" y="80" fill="#000" font-size="14" text-anchor="middle">Problem Statement</text>
+  
+  <!-- Data Collection (Ellipse) -->
+  <ellipse cx="300" cy="75" rx="80" ry="40" fill="#ADD8E6" stroke="#000" />
+  <text x="300" y="80" fill="#000" font-size="14" text-anchor="middle">Data Collection</text>
+  
+  <!-- Simple EDA (Ellipse) -->
+  <ellipse cx="500" cy="75" rx="80" ry="40" fill="#90EE90" stroke="#000" />
+  <text x="500" y="80" fill="#000" font-size="14" text-anchor="middle">Simple EDA</text>
+  
+  <!-- Arrows between Problem Statement, Data Collection, and Simple EDA -->
+  <line x1="200" y1="75" x2="260" y2="75" stroke="#000" marker-end="url(#arrow)" />
+  <line x1="380" y1="75" x2="460" y2="75" stroke="#000" marker-end="url(#arrow)" />
+  
+  <!-- Data Preprocessing (Rectangle) -->
+  <rect x="50" y="200" width="150" height="50" fill="#FFD700" stroke="#000" />
+  <text x="125" y="230" fill="#000" font-size="14" text-anchor="middle">Data Preprocessing</text>
+  
+  <!-- EDA (Circle) -->
+  <circle cx="300" cy="225" r="40" fill="#FF7F50" stroke="#000" />
+  <text x="300" y="230" fill="#000" font-size="14" text-anchor="middle">EDA</text>
+  
+  <!-- Feature Engineering (Ellipse) -->
+  <ellipse cx="500" cy="225" rx="80" ry="40" fill="#9370DB" stroke="#000" />
+  <text x="500" y="230" fill="#000" font-size="14" text-anchor="middle">Feature Engineering</text>
+  
+  <!-- Arrows between Data Preprocessing, EDA, and Feature Engineering -->
+  <line x1="125" y1="250" x2="260" y2="225" stroke="#000" marker-end="url(#arrow)" />
+  <line x1="380" y1="225" x2="460" y2="225" stroke="#000" marker-end="url(#arrow)" />
+  
+  <!-- Training (Rectangle) -->
+  <rect x="50" y="350" width="150" height="50" fill="#FF6347" stroke="#000" />
+  <text x="125" y="380" fill="#000" font-size="14" text-anchor="middle">Training</text>
+  
+  <!-- Testing (Circle) -->
+  <circle cx="300" cy="375" r="40" fill="#98FB98" stroke="#000" />
+  <text x="300" y="380" fill="#000" font-size="14" text-anchor="middle">Testing</text>
+  
+  <!-- Deploying (Ellipse) -->
+  <ellipse cx="500" cy="375" rx="80" ry="40" fill="#F0E68C" stroke="#000" />
+  <text x="500" y="380" fill="#000" font-size="14" text-anchor="middle">