diff --git a/advanced_tutorials/recommender-system/3_embeddings_creation.ipynb b/advanced_tutorials/recommender-system/3_embeddings_creation.ipynb
index 7075f0d4..124eaffb 100644
--- a/advanced_tutorials/recommender-system/3_embeddings_creation.ipynb
+++ b/advanced_tutorials/recommender-system/3_embeddings_creation.ipynb
@@ -222,7 +222,10 @@
    "source": [
     "## <span style=\"color:#ff5f27\">🪄 Feature Group Creation </span>\n",
     "\n",
-    "Now to are ready to create a feature group for your candidate embeddings"
+    "Now you are ready to create a feature group for your candidate embeddings.\n",
+    "\n",
+    "To begin with, you need to create your Embedding Index where you will specify the name of the embeddings feature and the embeddings length.\n",
+    "Then you attach this index to the FG."
    ]
   },
   {
@@ -237,8 +240,8 @@
     "emb = embedding.EmbeddingIndex()\n",
     "\n",
     "emb.add_embedding(\n",
-    "    \"embeddings\", \n",
-    "    len(data_emb[\"embeddings\"].iloc[0]),\n",
+    "    \"embeddings\",                           # Embeddings feature name\n",
+    "    len(data_emb[\"embeddings\"].iloc[0]),    # Embeddings length\n",
     ")"
    ]
   },
@@ -251,7 +254,7 @@
     "# Get or create the 'candidate_embeddings_fg' feature group\n",
     "candidate_embeddings_fg = fs.get_or_create_feature_group(\n",
     "    name=\"candidate_embeddings_fg\",\n",
-    "    embedding_index=emb,\n",
+    "    embedding_index=emb,                    # Specify the Embedding Index\n",
     "    primary_key=['article_id'],\n",
     "    version=1,\n",
     "    description='Embeddings for each article',\n",