diff --git a/examples/privategpt/README.md b/examples/privategpt/README.md
index f2f147ba..f739df2b 100644
--- a/examples/privategpt/README.md
+++ b/examples/privategpt/README.md
@@ -2,11 +2,11 @@
 
 https://github.com/jmorganca/ollama/assets/3325447/20cf8ec6-ff25-42c6-bdd8-9be594e3ce1b
 
-> Note: this example is a simplified version of [PrivateGPT](https://github.com/imartinez/privateGPT) that works with Llama 2 Uncensored. All credit for PrivateGPT goes to Iván Martínez who is the creator of it.
+> Note: this example is a slightly modified version of PrivateGPT using models such as Llama 2 Uncensored. All credit for PrivateGPT goes to Iván Martínez who is the creator of it, and you can find his GitHub repo [here](https://github.com/imartinez/privateGPT).
 
 ### Setup
 
-Optionally set up a virtual environment:
+Set up a virtual environment (optional):
 
 ```
 python3 -m venv .venv
@@ -32,7 +32,7 @@ mkdir source_documents
 curl https://d18rn0p25nwr6d.cloudfront.net/CIK-0001813756/975b3e9b-268e-4798-a9e4-2a9a7c92dc10.pdf -o source_documents/wework.pdf
 ```
 
-### Ingesting data
+### Ingesting files
 
 ```shell
 python ingest.py
@@ -51,7 +51,7 @@ Using embedded DuckDB with persistence: data will be stored in: db
 Ingestion complete! You can now run privateGPT.py to query your documents
 ```
 
-### Ask Questions!
+### Ask questions
 
 ```shell
 python privateGPT.py
@@ -69,7 +69,7 @@ ollama pull llama2:13b
 MODEL=llama2:13b python privateGPT.py
 ```
 
-## Adding your own data
+## Adding more files
 
 Put any and all your files into the `source_documents` directory