diff --git a/demo-notebooks/guided-demos/3_basic_interactive.ipynb b/demo-notebooks/guided-demos/3_basic_interactive.ipynb
index aad498500..9ffed0c7c 100644
--- a/demo-notebooks/guided-demos/3_basic_interactive.ipynb
+++ b/demo-notebooks/guided-demos/3_basic_interactive.ipynb
@@ -139,7 +139,7 @@
     "ray.shutdown()\n",
     "# establish connection to ray cluster\n",
     "\n",
-    "#install additionall libraries that will be required for model training\n",
+    "#install additional libraries that will be required for model training\n",
     "runtime_env = {\"pip\": [\"transformers\", \"datasets\", \"evaluate\", \"pyarrow<7.0.0\", \"accelerate\"]}\n",
     "\n",
     "ray.init(address=f'{ray_cluster_uri}', runtime_env=runtime_env)\n",
diff --git a/demo-notebooks/guided-demos/notebook-ex-outputs/3_basic_interactive.ipynb b/demo-notebooks/guided-demos/notebook-ex-outputs/3_basic_interactive.ipynb
index df4c3a944..ebcb52a65 100644
--- a/demo-notebooks/guided-demos/notebook-ex-outputs/3_basic_interactive.ipynb
+++ b/demo-notebooks/guided-demos/notebook-ex-outputs/3_basic_interactive.ipynb
@@ -230,7 +230,7 @@
     "ray.shutdown()\n",
     "# establish connection to ray cluster\n",
     "\n",
-    "#install additionall libraries that will be required for model training\n",
+    "#install additional libraries that will be required for model training\n",
     "runtime_env = {\"pip\": [\"transformers\", \"datasets\", \"evaluate\", \"pyarrow<7.0.0\", \"accelerate\"]}\n",
     "\n",
     "ray.init(address=f'{ray_cluster_uri}', runtime_env=runtime_env)\n",
diff --git a/demo-notebooks/interactive/hf_interactive.ipynb b/demo-notebooks/interactive/hf_interactive.ipynb
index 64ad6ef7f..e80df90db 100644
--- a/demo-notebooks/interactive/hf_interactive.ipynb
+++ b/demo-notebooks/interactive/hf_interactive.ipynb
@@ -316,7 +316,7 @@
     "ray.shutdown()\n",
     "# establish connection to ray cluster\n",
     "\n",
-    "#install additionall libraries that will be required for this training\n",
+    "#install additional libraries that will be required for this training\n",
     "runtime_env = {\"pip\": [\"transformers\", \"datasets\", \"evaluate\", \"pyarrow<7.0.0\", \"accelerate\"]}\n",
     "\n",
     "ray.init(address=f'{ray_cluster_uri}', runtime_env=runtime_env)\n",