Update pages/8Model Training.py

pages/8Model Training.py

@@ -2,27 +2,24 @@ import streamlit as st
 import numpy as np
 import matplotlib.pyplot as plt
 import pandas as pd
-import cv2
-import zipfile
-import io
 
+# ✅ Only ONE set_page_config, at the top
 st.set_page_config(
-    page_title="HomePage",
+    page_title="Model Building",
     page_icon="🚀",
     layout="wide"
 )
 
-# Ensure session state for navigation
+# Optional navigation state (you can remove if unused here)
 if "current_page" not in st.session_state:
     st.session_state.current_page = "main"
 
-# Navigation function
 def navigate_to(page_name):
     st.session_state.current_page = page_name
 
-import streamlit as st
-
-st.set_page_config(page_title="Model Building", layout="wide")
+# ---------------------
+# 📘 Model Building Content Starts Here
+# ---------------------
 
 st.markdown("""
     <h1 style="text-align: center; color: #BB3385;">🛠️ Model Building</h1>
@@ -130,6 +127,7 @@ Let’s say we already have cleaned, tabular data. Here’s what we do:
 st.markdown("## ✂️ Splitting the Data")
 st.markdown("""
 We don’t train on all data.  
+
 We split it into:
 - **Training Set** – the data we use to teach the model
 - **Testing Set** – the data we use to check how well the model learned
@@ -139,6 +137,7 @@ This is like:
 - Writing a test paper (testing)
 
 We usually split in ratios like 80:20 or 70:30.
+
 And remember:
 - No overlap between training and testing data
 - Each data point should have equal chance to be in either group