From 423284c588019447c6f236b082295f237ca976ae Mon Sep 17 00:00:00 2001
From: Matthew Carbone <x94carbone@gmail.com>
Date: Tue, 2 Apr 2024 11:44:33 -0400
Subject: [PATCH] Update installation instructions on readme

---
 README.md | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 793a3b3..4281f44 100644
--- a/README.md
+++ b/README.md
@@ -221,9 +221,17 @@ next_point_idx = obj.argmax()
 ## Installation
 If you would like to utilize a GPU acceleration, follow these [instructions](https://github.com/google/jax#installation) to install JAX with a GPU support.
 
-Then, install GPax using pip:
+Then, install GPax using pip. We recommend installing the latest stable deployment from PyPI using
 
-```$ pip install git+https://github.com/ziatdinovmax/gpax```
+```bash
+pip install gpax
+```
+
+Otherwise, if you are confident in what's on the `main` branch of GPax, you can also install directly from the GitHub repository:
+
+```bash
+pip install git+https://github.com/ziatdinovmax/gpax
+```
 
 If you are a Windows user, we recommend to use the Windows Subsystem for Linux (WSL2), which comes free on Windows 10 and 11.