Update app.py

app.py

@@ -69,18 +69,32 @@ The relationship between input and output can be expressed as a function:
 """)
 st.latex(r"f(x_i) = y_i")
 
+# st.markdown("""
+# For machines to learn this function, they need two things:
+# - **Data** (data contains x and y where x are feature variables and y is class variable)
+# - **Algorithms** (used to capture the relationships between x and y)
+
+# # <u><b>NOTE:</b></u> The data given to the machine learning model should be **structured**, if not then needs to be be converted to structured format.
+
+# Machine Learning can be categorized into:
+# 1. Supervised Learning  
+# 2. Unsupervised Learning  
+# 3. Semi-Supervised Learning
+# """)
+
 st.markdown("""
 For machines to learn this function, they need two things:
 - **Data** (data contains x and y where x are feature variables and y is class variable)
 - **Algorithms** (used to capture the relationships between x and y)
 
-<u><b>NOTE:</b></u> The data given to the machine learning model should be **structured**, if not then needs to be be converted to structured format.
+<u><b>NOTE:</b></u> The data given to the machine learning model should be **structured**; if not, then it needs to be converted to a structured format.
 
 Machine Learning can be categorized into:
 1. Supervised Learning  
 2. Unsupervised Learning  
 3. Semi-Supervised Learning
-""")
+""", unsafe_allow_html=True)
+
 
 # About the Author
 st.markdown(