Update pages/Life cycle of ML.py

pages/Life cycle of ML.py

@@ -60,81 +60,117 @@ def add_custom_css():
     </style>
     """, unsafe_allow_html=True)
 
-# Lifecycle Pages
 def home_page():
     st.title("🚀 Machine Learning Lifecycle")
-    st.write("Explore the stages of the ML lifecycle by clicking on the arrows below.")
     
-    # Arrow buttons container
     st.markdown('<div class="arrow-container">', unsafe_allow_html=True)
-    if st.button("1. Problem Definition", key="problem_definition"):
+    if st.button("1. Problem Statement", key="problem_statement"):
         navigate_to("problem_definition")
     if st.button("2. Data Collection", key="data_collection"):
         navigate_to("data_collection")
-    if st.button("3. Data Preparation", key="data_preparation"):
-        navigate_to("data_preparation")
-    if st.button("4. Modeling", key="modeling"):
-        navigate_to("modeling")
-    if st.button("5. Evaluation", key="evaluation"):
-        navigate_to("evaluation")
-    if st.button("6. Deployment", key="deployment"):
+    if st.button("3. Simple EDA", key="simple_eda"):
+        navigate_to("simple_eda")
+    if st.button("4. Data Pre-processing", key="data_pre-processing"):
+        navigate_to("data_pre-processing")
+    if st.button("5. EDA", key="eda"):
+        navigate_to("eda")
+    if st.button("6. Feature Engineering", key="feature_engineering"):
+        navigate_to("feature_engineering")
+    if st.button("7. Training Model", key="training_model"):
+        navigate_to("training_model")
+    if st.button("8. Testing", key="testing"):
+        navigate_to("testing")
+    if st.button("9. Deployment", key="deployment"):
         navigate_to("deployment")
+    if st.button("10. Monitoring", key="monitoring"):
+        navigate_to("monitoring")
     st.markdown('</div>', unsafe_allow_html=True)
 
-def problem_definition_page():
-    st.title("📌 Problem Definition")
-    st.write("Define the problem you are solving with your machine learning model.")
+def problem_statement_page():
+    st.title("📌 Problem Statement")
+    st.write("")
     st.markdown('<div class="back-btn" onclick="location.href=\'#\'">⬅️ Back to Home</div>', unsafe_allow_html=True)
     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.")
+    st.write("")
     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.")
+def simple_eda_page():
+    st.title("🔧 Simple EDA")
+    st.write("")
     if st.button("⬅️ Back to Home"):
         navigate_to("home")
 
-def modeling_page():
-    st.title("🤖 Modeling")
-    st.write("Train and tune machine learning models.")
+def data_pre-processing_page():
+    st.title("🤖 Data Pre-processing")
+    st.write("")
     if st.button("⬅️ Back to Home"):
         navigate_to("home")
 
-def evaluation_page():
-    st.title("📈 Evaluation")
-    st.write("Evaluate model performance using metrics.")
+def eda_page():
+    st.title("📈 EDA")
+    st.write("")
+    if st.button("⬅️ Back to Home"):
+        navigate_to("home")
+
+def feature_engineering_page():
+    st.title("🌐Feature Engineering")
+    st.write("")
+    if st.button("⬅️ Back to Home"):
+        navigate_to("home")
+        
+def training_model_page():
+    st.title("Training Model")
+    st.write("")
+    if st.button("⬅️ Back to Home"):
+        navigate_to("home")
+        
+def testing_page():
+    st.title("🌐Testing")
+    st.write("")
     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.")
+    st.title("🔧Deployment")
+    st.write("")
     if st.button("⬅️ Back to Home"):
         navigate_to("home")
 
+def monitoring_page():
+    st.title("🤖Monitoring")
+    st.write("")
+    if st.button("⬅️ Back to Home"):
+        navigate_to("home")
 def main():
     add_custom_css()
     
     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 == "problem_statement":
+        problem_statement_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 == "simple_eda":
+        simple_eda_page()
+    elif st.session_state.current_page == "data_pre-processing":
+        data_pre-processing_page()
+    elif st.session_state.current_page == "eda":
+        eda_page()
+    elif st.session_state.current_page == "feature_engineering":
+        feature_engineering_page()
+    elif st.session_state.current_page == "training_model":
+        training_model_page()
+    elif st.session_state.current_page == "testing":
+        testing_page()
     elif st.session_state.current_page == "deployment":
         deployment_page()
+    elif st.session_state.current_page == "monitoring":
+        monitoring_page()
 
 if __name__ == "__main__":
     main()