Update pages/Life cycle of ML.py

pages/Life cycle of ML.py

@@ -1,135 +0,0 @@
-import streamlit as st
-
-import streamlit as st
-
-if "current_page" not in st.session_state:
-    st.session_state.current_page = "home"
-
-def navigate_to(page):
-    st.session_state.current_page = page
-
-# Define CSS styling
-def set_css():
-    st.markdown("""
-        <style>
-        .graph-container {
-            display: flex;
-            flex-direction: column;
-            align-items: center;
-        }
-        .graph-node {
-            border: 2px solid #4CAF50;
-            border-radius: 50%;
-            width: 100px;
-            height: 100px;
-            display: flex;
-            justify-content: center;
-            align-items: center;
-            margin: 20px;
-            font-weight: bold;
-            color: white;
-            background-color: #4CAF50;
-            cursor: pointer;
-            box-shadow: 2px 2px 10px rgba(0,0,0,0.2);
-            transition: transform 0.3s, background-color 0.3s;
-        }
-        .graph-node:hover {
-            background-color: #45a049;
-            transform: scale(1.1);
-        }
-        .graph-line {
-            width: 2px;
-            height: 50px;
-            background-color: #4CAF50;
-            margin: 0 auto;
-        }
-        </style>
-    """, unsafe_allow_html=True)
-
-# Home Page
-def home_page():
-    set_css()
-    st.title("🚀 Machine Learning Lifecycle")
-
-    st.markdown('<div class="graph-container">', unsafe_allow_html=True)
-    
-    if st.button("1. Problem Definition", key="node1"):
-        navigate_to("problem_definition")
-    st.markdown('<div class="graph-line"></div>', unsafe_allow_html=True)
-    
-    if st.button("2. Data Collection", key="node2"):
-        navigate_to("data_collection")
-    st.markdown('<div class="graph-line"></div>', unsafe_allow_html=True)
-    
-    if st.button("3. Data Preparation", key="node3"):
-        navigate_to("data_preparation")
-    st.markdown('<div class="graph-line"></div>', unsafe_allow_html=True)
-    
-    if st.button("4. Modeling", key="node4"):
-        navigate_to("modeling")
-    st.markdown('<div class="graph-line"></div>', unsafe_allow_html=True)
-    
-    if st.button("5. Evaluation", key="node5"):
-        navigate_to("evaluation")
-    st.markdown('<div class="graph-line"></div>', unsafe_allow_html=True)
-    
-    if st.button("6. Deployment", key="node6"):
-        navigate_to("deployment")
-    
-    st.markdown('</div>', unsafe_allow_html=True)
-
-# Pages for each stage
-def problem_definition_page():
-    st.title("📌 Problem Definition")
-    st.write("Define the problem you are solving with your machine learning model.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def data_collection_page():
-    st.title("📊 Data Collection")
-    st.write("Gather data relevant to the problem.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def data_preparation_page():
-    st.title("🔧 Data Preparation")
-    st.write("Clean and preprocess the data for analysis.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def modeling_page():
-    st.title("🤖 Modeling")
-    st.write("Train and tune machine learning models.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def evaluation_page():
-    st.title("📈 Evaluation")
-    st.write("Evaluate model performance using appropriate metrics.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def deployment_page():
-    st.title("🌐 Deployment")
-    st.write("Deploy the model to production for real-world use.")
-    if st.button("⬅️ Back to Home"):
-        navigate_to("home")
-
-def main():
-    if st.session_state.current_page == "home":
-        home_page()
-    elif st.session_state.current_page == "problem_definition":
-        problem_definition_page()
-    elif st.session_state.current_page == "data_collection":
-        data_collection_page()
-    elif st.session_state.current_page == "data_preparation":
-        data_preparation_page()
-    elif st.session_state.current_page == "modeling":
-        modeling_page()
-    elif st.session_state.current_page == "evaluation":
-        evaluation_page()
-    elif st.session_state.current_page == "deployment":
-        deployment_page()
-
-if __name__ == "__main__":
-    main()