diff --git a/machine_learning_with_python/05.llms.ipynb b/machine_learning_with_python/05.llms.ipynb
index 8765cc3..ee93f85 100644
--- a/machine_learning_with_python/05.llms.ipynb
+++ b/machine_learning_with_python/05.llms.ipynb
@@ -1488,6 +1488,30 @@
     "* Custom tokenizer with support for tokens in other langugages.\n",
     "* Large context length with the recent Llama3: 128k"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ed543d99-be05-4546-a3c5-63c2d38aa770",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a16466db-7b5d-4778-8ee4-629dd09c5da5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0613f4cb-9db1-4d61-bbec-3dfc8a035b25",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/machine_learning_with_python/_toc.yml b/machine_learning_with_python/_toc.yml
index 55fab4e..a0887ce 100644
--- a/machine_learning_with_python/_toc.yml
+++ b/machine_learning_with_python/_toc.yml
@@ -9,4 +9,5 @@ chapters:
 - file: 03.statistics
 - file: 04.metrics_loss_functions_biases
 - file: 05.llms
-- file: 06.nlp_with_prompt_engineering.ipynb
\ No newline at end of file
+- file: 06.nlp_with_prompt_engineering.ipynb
+- file: 08.model_quantization.ipynb
\ No newline at end of file