diff --git a/README.md b/README.md
index b80a851..c433526 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,6 @@
This repository contains the code for developing, 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).)
-
@@ -23,6 +21,17 @@ The method described in this book for training and developing your own small-but
+To download a copy of this repository, click on the [Download ZIP](https://github.com/rasbt/LLMs-from-scratch/archive/refs/heads/main.zip) button or execute the following command in your terminal:
+
+```bash
+git clone --depth 1 https://github.com/rasbt/LLMs-from-scratch.git
+```
+
+(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) for the latest updates.)
+
+
+
+
# Table of Contents