pages/Life_cycle_of_ML.py

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>

<!-- Buttons below shapes -->

<!-- Problem Statement Button (Rectangle) -->
<button style="width: 150px; height: 50px; background-color: #FFB6C1; border: 1px solid #000; text-align: center;">Problem Statement</button>

<!-- Data Collection Button (Ellipse) -->
<button style="width: 160px; height: 80px; background-color: #ADD8E6; border-radius: 40px; border: 1px solid #000; text-align: center;">Data Collection</button>

<!-- Simple EDA Button (Ellipse) -->
<button style="width: 160px; height: 80px; background-color: #90EE90; border-radius: 40px; border: 1px solid #000; text-align: center;">Simple EDA</button>

<!-- Data Preprocessing Button (Rectangle) -->
<button style="width: 150px; height: 50px; background-color: #FFD700; border: 1px solid #000; text-align: center;">Data Preprocessing</button>

<!-- EDA Button (Circle) -->
<button style="width: 80px; height: 80px; background-color: #FF7F50; border-radius: 50%; border: 1px solid #000; text-align: center;">EDA</button>

<!-- Feature Engineering Button (Ellipse) -->
<button style="width: 160px; height: 80px; background-color: #9370DB; border-radius: 40px; border: 1px solid #000; text-align: center;">Feature Engineering</button>

<!-- Training Button (Rectangle) -->
<button style="width: 150px; height: 50px; background-color: #FF6347; border: 1px solid #000; text-align: center;">Training</button>

<!-- Testing Button (Circle) -->
<button style="width: 80px; height: 80px; background-color: #98FB98; border-radius: 50%; border: 1px solid #000; text-align: center;">Testing</button>

<!-- Deploying Button (Ellipse) -->
<button style="width: 160px; height: 80px; background-color: #F0E68C; border-radius: 40px; border: 1px solid #000; text-align: center;">Deploying</button>

<!-- Monitoring Button (Rectangle) -->
<button style="width: 150px; height: 50px; background-color: #B0E0E6; border: 1px solid #000; text-align: center;">Monitoring</button>
"""

# Render HTML content in Streamlit
st.markdown(html_content, unsafe_allow_html=True)