Update pages/3_Life Cycle Of ML Project.py

pages/3_Life Cycle Of ML Project.py

@@ -209,7 +209,7 @@ elif st.session_state.page == "Introduction_to_image":
     - **Graphic Design & Art**: Creating creative visual content for marketing and design.
         """)
 
-    st.code("""
+        st.code("""
     from PIL import Image
     import numpy as np
     import matplotlib.pyplot as plt
@@ -235,8 +235,8 @@ elif st.session_state.page == "Introduction_to_image":
     plt.show()
     """, language='python')
 
-    st.header("Color Spaces in Machine Learning")
-    st.markdown("""
+        st.header("Color Spaces in Machine Learning")
+        st.markdown("""
     A color space is a mathematical model for representing colors. In machine learning, different color spaces can be used for preprocessing and analyzing image data, depending on the task.
     Common Color Spaces:
     - **RGB (Red, Green, Blue)**: The most common color space for digital images. Each pixel is represented by a combination of three values corresponding to the red, green, and blue channels.
@@ -262,8 +262,8 @@ elif st.session_state.page == "Introduction_to_image":
 
 elif st.session_state.page == "operations_using_opencv":
     # Header and description for cv2.imread
-    st.header("🗂️ Reading an Image with cv2.imread()")
-    st.markdown("""
+        st.header("🗂️ Reading an Image with cv2.imread()")
+        st.markdown("""
     **`cv2.imread()` - Read an Image**
     **Purpose:** Load an image from a file and convert it to a NumPy array.
     **Syntax:**
@@ -285,8 +285,8 @@ elif st.session_state.page == "operations_using_opencv":
     """)
 
     # Header and description for cv2.imshow
-    st.header("🖼️ Displaying an Image with cv2.imshow()")
-    st.markdown("""
+        st.header("🖼️ Displaying an Image with cv2.imshow()")
+        st.markdown("""
     **`cv2.imshow()` - Display an Image**
     **Purpose:** Show an image in a window.
     **Syntax:**
@@ -309,8 +309,8 @@ elif st.session_state.page == "operations_using_opencv":
     """)
 
     # Header and description for cv2.imwrite
-    st.header("💾 Saving an Image with cv2.imwrite()")
-    st.markdown("""
+        st.header("💾 Saving an Image with cv2.imwrite()")
+        st.markdown("""
     **`cv2.imwrite()` - Write/Save an Image**
     **Purpose:** Save an image to a file.
     **Syntax:**
@@ -346,9 +346,9 @@ elif st.session_state.page == "operations_using_opencv":
 
 elif st.session_state.page == "operations_using_opencv":
     # Header for Image Conversion
-    st.header("🔄 Converting Images Between Different Color Spaces")
+        st.header("🔄 Converting Images Between Different Color Spaces")
 
-    st.markdown("""
+        st.markdown("""
     **OpenCV supports many color spaces for image processing.**
     **Common Conversions:**
     
@@ -374,9 +374,9 @@ elif st.session_state.page == "operations_using_opencv":
     """)
 
     # Header for Splitting Channels
-    st.header("🔹 Splitting Color Channels in an Image")
+        st.header("🔹 Splitting Color Channels in an Image")
 
-    st.markdown("""
+        st.markdown("""
     **Splitting an image into its individual color channels (B, G, R) allows you to analyze or modify each channel independently.**
     **Syntax:**
     ```python
@@ -401,9 +401,9 @@ elif st.session_state.page == "operations_using_opencv":
     """)
 
     # Header for Merging Channels
-    st.header("🔹 Merging Color Channels in an Image")
+        st.header("🔹 Merging Color Channels in an Image")
 
-    st.markdown("""
+        st.markdown("""
     **You can merge the individual channels back into a color image using `cv2.merge()`.**
     **Syntax:**
     ```python
@@ -429,9 +429,9 @@ elif st.session_state.page == "operations_using_opencv":
     """)
 
     # Header for Combining with Modifications
-    st.header("🎨 Modifying Channels Before Merging")
+        st.header("🎨 Modifying Channels Before Merging")
 
-    st.markdown("""
+        st.markdown("""
     **You can modify each channel (e.g., increase brightness in the red channel) before merging them back together.**
     **Example:**
     ```python
@@ -469,6 +469,7 @@ elif st.session_state.page == "operations_using_opencv":
 #---------VIDEO CAPTURE AND EXPLANATION OF CV2.WAITKEY-----------
 
 elif st.session_state.page == "Video_capture_and_explanation_page":
+    
     st.header("🎥 Video Capture with `cv2.VideoCapture()`")
 
     st.markdown("""