diff --git a/docs/zero_to_hero_guide/04_Memory101.ipynb b/docs/zero_to_hero_guide/04_Memory101.ipynb
index cdbb88be1..91644400d 100644
--- a/docs/zero_to_hero_guide/04_Memory101.ipynb
+++ b/docs/zero_to_hero_guide/04_Memory101.ipynb
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -258,11 +258,7 @@
     "    documents=all_documents,\n",
     ")\n",
     "\n",
-    "print(\"Documents inserted successfully!\")\n",
-    "\n",
-    "# 🎯 Exercise: Try adding your own documents!\n",
-    "# - What happens if you try to insert a document with an existing ID?\n",
-    "# - What other metadata might be useful to add?"
+    "print(\"Documents inserted successfully!\")"
    ]
   },
   {
@@ -280,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -373,12 +369,7 @@
     "]\n",
     "\n",
     "for query in queries:\n",
-    "    print_query_results(query)\n",
-    "\n",
-    "# 🎯 Exercises:\n",
-    "# 1. Try writing your own queries! What works well? What doesn't?\n",
-    "# 2. How do different phrasings of the same question affect results?\n",
-    "# 3. What happens if you query for content that isn't in your documents?"
+    "    print_query_results(query)"
    ]
   },
   {