diff --git a/nlp/4_3_Vector_Representation.ipynb b/nlp/4_3_Vector_Representation.ipynb
index e8a3e60..9eb8e9a 100644
--- a/nlp/4_3_Vector_Representation.ipynb
+++ b/nlp/4_3_Vector_Representation.ipynb
@@ -239,7 +239,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/cif/anaconda3/lib/python3.10/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
+      "--",
       "  warnings.warn(msg, category=FutureWarning)\n"
      ]
     },
@@ -331,7 +331,7 @@
    "source": [
     "vectorizer = CountVectorizer(analyzer=\"word\", stop_words='english', binary=True) \n",
     "vectors = vectorizer.fit_transform(documents)\n",
-    "vectorizer.get_feature_names()"
+    "vectorizer.get_feature_names_out()"
    ]
   },
   {
@@ -365,7 +365,7 @@
    "source": [
     "vectorizer = CountVectorizer(analyzer=\"word\", stop_words='english', ngram_range=[2,2]) \n",
     "vectors = vectorizer.fit_transform(documents)\n",
-    "vectorizer.get_feature_names()"
+    "vectorizer.get_feature_names_out()"
    ]
   },
   {
@@ -401,7 +401,7 @@
     "\n",
     "vectorizer = TfidfVectorizer(analyzer=\"word\", stop_words='english')\n",
     "vectors = vectorizer.fit_transform(documents)\n",
-    "vectorizer.get_feature_names()"
+    "vectorizer.get_feature_names_out()"
    ]
   },
   {
@@ -429,9 +429,9 @@
     "train = [doc1, doc2, doc3]\n",
     "vectorizer = TfidfVectorizer(analyzer=\"word\", stop_words='english')\n",
     "\n",
-    "# We learn the vocabulary (fit) and tranform the docs into vectors\n",
+    "# We learn the vocabulary (fit) and transform the docs into vectors\n",
     "vectors = vectorizer.fit_transform(train)\n",
-    "vectorizer.get_feature_names()"
+    "vectorizer.get_feature_names_out()"
    ]
   },
   {