diff --git a/README.md b/README.md
index 1c46d7e45d9..e026be044f6 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 # RAPIDS Accelerator For Apache Spark
-NOTE: For the latest stable [README.md](https://github.com/nvidia/spark-rapids/blob/main/README.md) ensure you are on the main branch. The RAPIDS Accelerator for Apache Spark provides a set of plugins for Apache Spark that leverage GPUs to accelerate processing via the RAPIDS libraries and UCX. Documentation on the current release can be found at [here](https://nvidia.github.io/spark-rapids/)
+NOTE: For the latest stable [README.md](https://github.com/nvidia/spark-rapids/blob/main/README.md) ensure you are on the main branch. The RAPIDS Accelerator for Apache Spark provides a set of plugins for Apache Spark that leverage GPUs to accelerate processing via the RAPIDS libraries and UCX. Documentation on the current release can be found [here](https://nvidia.github.io/spark-rapids/). 
 
 The RAPIDS Accelerator for Apache Spark provides a set of plugins for 
 [Apache Spark](https://spark.apache.org) that leverage GPUs to accelerate processing
@@ -64,4 +64,4 @@ Currently, we are working with XGBoost to try to provide this integration out of
 
 You may need to disable RMM caching when exporting data to an ML library as that library
 will likely want to use all of the GPU's memory and if it is not aware of RMM it will not have
-access to any of the memory that RMM is holding.
\ No newline at end of file
+access to any of the memory that RMM is holding.