Updated File

pages/02_ml vs dl.py

@@ -1,3 +1,95 @@
+# import streamlit as st
+# from streamlit_lottie import st_lottie
+# import requests
+
+# # Function to load Lottie animations
+# def load_lottie_url(url: str):
+#     response = requests.get(url)
+#     if response.status_code != 200:
+#         return None
+#     return response.json()
+
+# # Load Lottie animations (you can uncomment these as per your need)
+# # lottie_ml = load_lottie_url("https://assets8.lottiefiles.com/packages/lf20_5eyehzdr.json")
+# # lottie_dl = load_lottie_url("https://assets8.lottiefiles.com/packages/lf20_vfnu1k6m.json")
+
+# # Sidebar navigation
+# st.sidebar.title("Navigation")
+# page = st.sidebar.radio("Go to:", ["Home", "ML vs DL", "Comparison Table"])
+
+# # Add Navigate button to update page
+# if st.sidebar.button("Navigate"):
+#     st.session_state.page = page
+
+# # Set page to session state if not already defined
+# if "page" not in st.session_state:
+#     st.session_state.page = page
+
+# # Home page
+# if st.session_state.page == "Home":
+#     st.title("Understanding Machine Learning and Deep Learning")
+#     st.markdown(
+#         """
+#         Welcome to the interactive guide on Machine Learning (ML) and Deep Learning (DL). This space helps you 
+#         explore the differences, capabilities, and applications of ML and DL in a structured manner.
+#         """
+#     )
+#     # If lottie_ml is loaded, display it (uncomment the following line when using animations)
+#     # if lottie_ml:
+#     #     st_lottie(lottie_ml, height=300, key="ml_home")
+
+# # ML vs DL page
+# elif st.session_state.page == "ML vs DL":
+#     st.title("Difference Between Machine Learning (ML) and Deep Learning (DL)")
+
+#     st.subheader("Machine Learning 🖥️")
+#     st.markdown(
+#         """
+#         - Uses statistics to understand patterns in data and make predictions 📊.
+#         - Can learn with less data 📉.
+#         - Handles structured data; unstructured data must be converted to structured form 🔄.
+#         - Requires less memory 🧠💾.
+#         - Trains models in less time ⏱️.
+#         - Can run efficiently on CPUs without requiring powerful hardware 🖥️.
+#         """
+#     )
+    
+#     st.subheader("Deep Learning 🤖")
+#     st.markdown(
+#         """
+#         - Uses neural networks to mimic brain-like learning and decision-making 🧠.
+#         - Requires large amounts of data for better accuracy 🍽️📊.
+#         - Handles both structured and unstructured data like images, text, and audio 🖼️📝🎧.
+#         - Requires more memory and storage 🧠💾.
+#         - Takes more time to train due to complex calculations ⏱️.
+#         - Needs GPUs and advanced hardware for efficient processing 🖥️💡.
+#         """
+#     )
+#     # If lottie_dl is loaded, display it (uncomment the following line when using animations)
+#     # if lottie_dl:
+#     #     st_lottie(lottie_dl, height=300, key="dl_page")
+
+# # Comparison Table page
+# elif st.session_state.page == "Comparison Table":
+#     st.title("Comparison Table: ML vs DL")
+
+#     st.markdown(
+#         """
+#         | **Aspect**              | **Machine Learning (ML)**                        | **Deep Learning (DL)**                          |
+#         |-------------------------|-------------------------------------------------|-------------------------------------------------|
+#         | **Definition**          | Uses algorithms and statistics to learn from data. | Uses neural networks to mimic brain-like decision-making. |
+#         | **Data Dependency**     | Works well with smaller datasets.               | Requires large datasets for better accuracy.   |
+#         | **Data Type**           | Handles structured data only.                   | Handles both structured and unstructured data. |
+#         | **Training Time**       | Requires less time to train.                    | Requires more time to train.                   |
+#         | **Hardware**            | Can run on CPUs.                                | Requires GPUs and advanced hardware.           |
+#         | **Memory Requirement**  | Uses less memory.                               | Requires more memory and storage.              |
+#         """
+#     )
+
+#     st.info(
+#         "Did you know? Deep Learning models are inspired by the human brain, making them exceptionally powerful for tasks like image recognition and natural language processing!"
+#     )
+
 import streamlit as st
 from streamlit_lottie import st_lottie
 import requests
@@ -9,21 +101,15 @@ def load_lottie_url(url: str):
         return None
     return response.json()
 
-# Load Lottie animations (you can uncomment these as per your need)
-# lottie_ml = load_lottie_url("https://assets8.lottiefiles.com/packages/lf20_5eyehzdr.json")
-# lottie_dl = load_lottie_url("https://assets8.lottiefiles.com/packages/lf20_vfnu1k6m.json")
-
 # Sidebar navigation
 st.sidebar.title("Navigation")
 page = st.sidebar.radio("Go to:", ["Home", "ML vs DL", "Comparison Table"])
 
-# Add Navigate button to update page
-if st.sidebar.button("Navigate"):
-    st.session_state.page = page
-
-# Set page to session state if not already defined
+# Initialize session state if not already done
 if "page" not in st.session_state:
     st.session_state.page = page
+else:
+    st.session_state.page = page  # Automatically update the session state when the radio selection changes
 
 # Home page
 if st.session_state.page == "Home":
@@ -34,9 +120,6 @@ if st.session_state.page == "Home":
         explore the differences, capabilities, and applications of ML and DL in a structured manner.
         """
     )
-    # If lottie_ml is loaded, display it (uncomment the following line when using animations)
-    # if lottie_ml:
-    #     st_lottie(lottie_ml, height=300, key="ml_home")
 
 # ML vs DL page
 elif st.session_state.page == "ML vs DL":
@@ -65,9 +148,6 @@ elif st.session_state.page == "ML vs DL":
         - Needs GPUs and advanced hardware for efficient processing 🖥️💡.
         """
     )
-    # If lottie_dl is loaded, display it (uncomment the following line when using animations)
-    # if lottie_dl:
-    #     st_lottie(lottie_dl, height=300, key="dl_page")
 
 # Comparison Table page
 elif st.session_state.page == "Comparison Table":