Update app.py

app.py

@@ -50,8 +50,7 @@ st.markdown(generate_ml_blog())
 # Display interactive elements if needed
 st.sidebar.header("Contents")
 st.sidebar.markdown("""
-- [Introduction](#Introduction-to-Machine-Learning-ML)
-- [Types of Machine Learning](#Types-of-Machine-Learning)""")
+- [Introduction](#Introduction-to-Machine-Learning-ML)""")
 # Nested sidebar for "Types of Machine Learning"
 with st.sidebar.expander("Types of Machine Learning"):
     st.markdown("""
@@ -59,28 +58,16 @@ with st.sidebar.expander("Types of Machine Learning"):
     - [Unsupervised Learning](#Unsupervised-Learning)
     - [Reinforcement Learning](#Reinforcement-Learning)
     """)
-# Sidebar for Popular Machine Learning Algorithms
 st.sidebar.header("Popular Machine Learning Algorithms")
-
-with st.sidebar.expander("Linear Regression"):
-    st.write("A simple algorithm used for predicting continuous values.")
-
-with st.sidebar.expander("Logistic Regression"):
-    st.write("Used for binary classification problems.")
-
-with st.sidebar.expander("Decision Trees"):
-    st.write("A tree-like model used for both classification and regression tasks.")
-
-with st.sidebar.expander("K-Nearest Neighbors (KNN)"):
-    st.write("A non-parametric method used for classification and regression.")
-
-with st.sidebar.expander("Support Vector Machines (SVM)"):
-    st.write("A powerful classifier that works well for high-dimensional spaces.")
-
-with st.sidebar.expander("Neural Networks"):
-    st.write("A set of algorithms, modeled after the human brain, that are used for complex tasks like image and speech recognition.")
+st.sidebar.markdown("""
+    - [Linear Regression](#Linear-Regression)
+    - [Logistic Regression](#Logistic-Regression)
+    - [Decision Trees](#Decision-Trees)
+    - [K-Nearest Neighbors (KNN)](#K-Nearest-Neighbors-KNN)
+    - [Support Vector Machines (SVM)](#Support-Vector-Machines-SVM)
+    - [Neural Networks](#Neural-Networks)
+""")
 st.sidebar.markdown("""    
-- [Popular ML Algorithms](#Popular-Machine-Learning-Algorithms)
 - [Applications](#Applications-of-Machine-Learning)
 - [Conclusion](#Conclusion)
 """)