diff --git a/ch02/01_main-chapter-code/ch02.ipynb b/ch02/01_main-chapter-code/ch02.ipynb
index 9bc801c..8410677 100644
--- a/ch02/01_main-chapter-code/ch02.ipynb
+++ b/ch02/01_main-chapter-code/ch02.ipynb
@@ -158,7 +158,7 @@
    "id": "250e8694-181e-496f-895d-7cb7d92b5562",
    "metadata": {},
    "source": [
-    "- This looks pretty good, but let's also handly other types of punctuation, such as periods, question marks, and so on"
+    "- This looks pretty good, but let's also handle other types of punctuation, such as periods, question marks, and so on"
    ]
   },
   {
@@ -1575,22 +1575,6 @@
     "\n",
     "**See [./exercise-solutions.ipynb](./exercise-solutions.ipynb) for the exercise solutions.**"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ce133c96-2ec5-400d-a103-3875d1da6f31",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "8352810e-461d-4c33-9c78-3648983a9777",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
index d91dcd2..4ebf732 100644
--- a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
+++ b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
@@ -354,7 +354,7 @@
    "id": "9116482d-f1f9-45e2-9bf3-7ef5e9003898",
    "metadata": {},
    "source": [
-    "- Now we can use the linear layer on the one-hot encoded represenation of the inputs:"
+    "- Now we can use the linear layer on the one-hot encoded representation of the inputs:"
    ]
   },
   {