diff --git a/README.md b/README.md
index 0ed4cc7..ab0a439 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,7 @@
 # Build a Large Language Model (From Scratch)
 
+This repository contains the code for coding, pretraining, and finetuning a GPT-like LLM and is the official code repository for the book [Build a Large Language Model (From Scratch)](http://mng.bz/orYv).
+
 (If you downloaded the code bundle from the Manning website, please consider visiting the official code repository on GitHub at [https://github.com/rasbt/LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch).)
 
 <br>
diff --git a/ch02/01_main-chapter-code/ch02.ipynb b/ch02/01_main-chapter-code/ch02.ipynb
index 9d1efbf..ba0d757 100644
--- a/ch02/01_main-chapter-code/ch02.ipynb
+++ b/ch02/01_main-chapter-code/ch02.ipynb
@@ -1412,7 +1412,7 @@
    "id": "a7bbf625-4f36-491d-87b4-3969efb784b0",
    "metadata": {},
    "source": [
-    "- Note that the above is the 4th row if the `embedding_layer` weight matrix\n",
+    "- Note that the above is the 4th row in the `embedding_layer` weight matrix\n",
     "- To embed all three `input_ids` values above, we do"
    ]
   },