diff --git a/README.md b/README.md
index a3013d00..bc970539 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ MegaBlocks dMoEs outperform MoEs trained with [Tutel](https://github.com/microso
 
 # :building_construction: Installation
 
-NOTE: This assumes you have `numpy` and `torch` installed.
+OTE: This assumes you have `numpy` and `torch` installed.
 
 **Training models with Megatron-LM:** We recommend using NGC's [`nvcr.io/nvidia/pytorch:23.09-py3`](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/pytorch/tags) PyTorch container. The [Dockerfile](Dockerfile) builds on this image with additional dependencies. To build the image, run `docker build . -t megablocks-dev` and then `bash docker.sh` to launch the container. Once inside the container, install MegaBlocks with `pip install .`. See [Usage](#steam_locomotive-usage) for instructions on training MoEs with MegaBlocks + Megatron-LM.