Update pages/6_Feature_Engineering.py

pages/6_Feature_Engineering.py

@@ -116,29 +116,20 @@ st.markdown(
 )
 
 st.subheader("Vectorization techniques")
-st.markdown(
-    """
-    <div class='info-box'>
-        <p>📌 Basic Vectorization Techniques:</p>
-        <ul>
-            <li>🔹 One-Hot Encoding</li>
-            <li>🔹 Bag of Words (BoW)</li>
-            <li>🔹 Term Frequency - Inverse Document Frequency (TF-IDF)</li>
-        </ul>
-    </div>
-    """,
-    unsafe_allow_html=True
-)
-st.markdown(
-    """
-    <div class='info-box'>
-        <p>🚀 Advanced Vectorization Techniques:</p>
-        <ul>
-            <li>🔹 Word Embeddings</li>
-                <li>🔹 Word2Vec</li>
-                <li>🔹FastText</li>
-        </ul>
-    </div>
-    """,
-    unsafe_allow_html=True
-)
+st.markdown("""
+    There a different techniques to convert text into vector format.They are :
+    <ul class="icon-bullet">
+        <li>One-Hot Vectorization </li>
+        <li>Bag of Words(BOW) </li>
+        <li>Term Frequency - Inverse Document Frequency(TF-IDF) </li>
+    </ul>
+""", unsafe_allow_html=True)
+
+st.markdown("""
+    There are advance vectorization techniques.They are :
+    <ul class="icon-bullet">
+        <li>Word Embedding </li>
+            <li>Word2Vec </li>
+            <li>Fasttext</li>
+    </ul>
+""", unsafe_allow_html=True)