Update pages/3_Life Cycle Of ML Project.py

pages/3_Life Cycle Of ML Project.py

@@ -262,3 +262,54 @@ data = '''
     "age": 25,
     "skills": ["Python", "Machine Learning"]
 }
+'''
+
+# Parse JSON
+parsed_data = json.loads(data)
+print(parsed_data['name'])  # Output: Alice
+    """, language='python')
+
+    st.header("🔹 Reading JSON Files")
+    st.code("""
+# Reading a JSON file
+with open('data.json', 'r') as file:
+    data = json.load(file)
+    print(data)
+    """, language='python')
+
+    st.header("🔹 XML Data")
+    st.markdown("""
+    XML is a markup language that defines a set of rules for encoding documents.
+    """)
+    st.code("""
+import xml.etree.ElementTree as ET
+
+# Sample XML data
+xml_data = '''
+<person>
+    <name>Bob</name>
+    <age>30</age>
+    <city>New York</city>
+</person>
+'''
+
+# Parse XML
+root = ET.fromstring(xml_data)
+print(root.find('name').text)  # Output: Bob
+    """, language='python')
+
+    st.markdown("### Challenges with Semi-Structured Data")
+    st.write("""
+    - **Complex Parsing**: Requires specialized parsers.
+    - **Nested Data**: Can be deeply nested, making it harder to process.
+    """)
+
+    st.markdown("### Solutions")
+    st.write("""
+    - **Libraries**: Use libraries like json, xml.etree.ElementTree, and yaml for parsing.
+    - **Validation**: Validate data formats to avoid parsing errors.
+    """)
+
+    # Back to Data Collection
+    if st.button("Back to Data Collection"):
+        st.session_state.page = "data_collection"