Update pages/Life cycle of ML.py

pages/Life cycle of ML.py

@@ -59,6 +59,21 @@ def add_custom_css():
     }
     </style>
     """, unsafe_allow_html=True)
+    
+# Create a Graphviz graph with circular layout
+graph = Digraph()
+
+graph.edges([
+    ("Problem Statement", "Data Collection"), 
+    ("Data Collection", "Simple EDA"),  
+    ("Simple EDA", "Data Pre-Processing"),  
+    ("Data Pre-Processing", "EDA"),  
+    ("EDA", "Feature Engineering"),  
+    ("Feature Engineering", "Model Training"),  
+    ("Model Training", "Testing"),  
+    ("Testing", "Deployement and maintenance"),
+])
+st.graphviz_chart(graph)
 
 def home_page():
     st.title("🚀 Machine Learning Lifecycle")
@@ -88,9 +103,7 @@ def home_page():
 
 def problem_statement_page():
     st.title("📌 Problem Statement")
-    st.write("""A problem statement in a Machine Learning project defines the specific issue you aim to solve using data and algorithms.
-                It outlines the objective and actinga as a guiding blue-print. 
-                It acts like a clear plan to guide the project in the right direction. """)
+    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")