From 001ff6b5acdd166156655c82e6a60d3eaf5fcfae Mon Sep 17 00:00:00 2001
From: RichardScottOZ <72196131+RichardScottOZ@users.noreply.github.com>
Date: Sat, 29 Jul 2023 19:10:40 +0930
Subject: [PATCH] docs: update README.md typos (#155)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 728735c7..b5531b68 100644
--- a/README.md
+++ b/README.md
@@ -508,7 +508,7 @@ openllm embed --endpoint http://localhost:3000 "I like to eat apples" -o json
 }
 ```
 
-To invoke this endpoints, use ``client.embed`` from the Python SDK:
+To invoke this endpoint, use ``client.embed`` from the Python SDK:
 
 ```python
 import openllm
@@ -619,7 +619,7 @@ agent.run("Is the following `text` positive or negative?", text="I don't like ho
 ```
 
 > **Note** Only `starcoder` is currently supported with Agent integration. The
-> example above was also ran with four T4s on EC2 `g4dn.12xlarge`
+> example above was also run with four T4s on EC2 `g4dn.12xlarge`
 
 If you want to use OpenLLM client to ask questions to the running agent, you can
 also do so:
@@ -672,7 +672,7 @@ There are several ways to deploy your LLMs:
 
 ### ☁️ BentoCloud
 
-Deploy OpenLLM with [BentoCloud](https://www.bentoml.com/bento-cloud/), the
+Deploy OpenLLM with [BentoCloud](https://www.bentoml.com/bento-cloud/),
 the serverless cloud for shipping and scaling AI applications.
 
 1. **Create a BentoCloud account:** [sign up here](https://bentoml.com/cloud)