diff --git a/docs.it4i/dgx2/software.md b/docs.it4i/dgx2/software.md
index db12572719168324016668d08f76b77fb7321f9e..1fad262317040c3f617dced9bf9e1290b74ef2f8 100644
--- a/docs.it4i/dgx2/software.md
+++ b/docs.it4i/dgx2/software.md
@@ -1,6 +1,6 @@
 # Software Deployment
 
-Software deployment on DGX-2 is based on containers. NVIDIA provides a wide range of prepared Docker containers with a variety of different software. A user can easily download these containers and use them directly on the DGX-2.
+Software deployment on DGX-2 is based on containers. NVIDIA provides a wide range of prepared Docker containers with a variety of different software. Users can easily download these containers and use them directly on the DGX-2.
 
 The catalog of all container images can be found on [NVIDIA site][a]. Supported software includes:
 
@@ -17,9 +17,9 @@ The catalog of all container images can be found on [NVIDIA site][a]. Supported
 
 NVIDIA expects usage of Docker as a containerization tool, but Docker is not a suitable solution in a multiuser environment. For this reason, the [Singularity container][b] solution is used.
 
-Singularity can be used very similar to Docker, the only change is a rewrite of an image URL address. For example, original command for Docker `docker run -it nvcr.io/nvidia/theano:18.08` should be rewritten to `singularity shell docker://nvcr.io/nvidia/theano:18.08`. More about Singularity [here][1].
+Singularity can be used similarly to Docker, the only change is a rewrite of an image URL address. For example, original command for Docker `docker run -it nvcr.io/nvidia/theano:18.08` should be rewritten to `singularity shell docker://nvcr.io/nvidia/theano:18.08`. More about Singularity [here][1].
 
-For fast container deployment, all images are cached after first use in *lscratch* directory. This behavior can be changed by *SINGULARITY_CACHEDIR* environment variable, but the start time of container will increase significantly.
+For fast container deployment, all images are cached after first use in the *lscratch* directory. This behavior can be changed by the *SINGULARITY_CACHEDIR* environment variable, but the start time of the container will increase significantly.
 
 ```console
 $ ml av Singularity