diff --git a/deploy/helm-charts/Chart.lock b/deploy/helm-charts/Chart.lock
index e2a37ac..d73d14a 100644
--- a/deploy/helm-charts/Chart.lock
+++ b/deploy/helm-charts/Chart.lock
@@ -1,6 +1,9 @@
 dependencies:
 - name: argo-workflows
   repository: https://argoproj.github.io/argo-helm
-  version: 0.33.1
-digest: sha256:bc9fd492011835b2ebb1d418f860eda28691ab8805d3215be2f488fc00cfe236
-generated: "2023-09-07T10:32:16.447050486-07:00"
+  version: 0.33.3
+- name: nvidia-device-plugin
+  repository: https://nvidia.github.io/k8s-device-plugin
+  version: 0.14.1
+digest: sha256:d8e2875bf6b1affdb6bacda1b011a731bb4163165d6fa27b767a76a327597751
+generated: "2023-09-22T18:47:17.529533776-07:00"
diff --git a/deploy/helm-charts/Chart.yaml b/deploy/helm-charts/Chart.yaml
index bec470c..d9f2a8a 100644
--- a/deploy/helm-charts/Chart.yaml
+++ b/deploy/helm-charts/Chart.yaml
@@ -33,3 +33,6 @@ dependencies:
   - name: argo-workflows
     version: 0.33.3
     repository: https://argoproj.github.io/argo-helm
+  - name: nvidia-device-plugin
+    version: 0.14.1
+    repository: https://nvidia.github.io/k8s-device-plugin
diff --git a/deploy/helm-charts/docs/01.installation.md b/deploy/helm-charts/docs/01.installation.md
index 7ac35bc..7574afe 100644
--- a/deploy/helm-charts/docs/01.installation.md
+++ b/deploy/helm-charts/docs/01.installation.md
@@ -14,7 +14,7 @@ sudo apt-mark hold kubelet kubeadm kubectl
 curl https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash
 
 # Install Argo CLI
-curl -sLO https://github.com/argoproj/argo-workflows/releases/download/v3.4.10/argo-linux-amd64.gz
+curl -sLO https://github.com/argoproj/argo-workflows/releases/download/v3.4.11/argo-linux-amd64.gz
 gunzip argo-linux-amd64.gz
 chmod +x argo-linux-amd64
 sudo mv ./argo-linux-amd64 /usr/local/bin/argo
@@ -26,9 +26,11 @@ Select one of the following Kubernetes distribution:
 
 ### [k3s](https://k3s.io/)
 
-See [Requirements](https://docs.k3s.io/installation/requirements) for K3s for hardware requirements.
+See [Requirements](https://docs.k3s.io/installation/requirements) for K3s for hardware requirements and steps to enable [NVIDIA Container Runtime Support](https://docs.k3s.io/advanced#nvidia-container-runtime-support).
 
 ```bash
+sudo apt install -y nvidia-container-runtime cuda-drivers-fabricmanager-515 nvidia-headless-515-server
+
 curl -sfL https://get.k3s.io | sh -s - --flannel-backend host-gw --service-node-port-range 104-32767 --flannel-external-ip
 
 # Copy default configuration
@@ -42,6 +44,11 @@ sudo chown $(id -u):$(id -g) $HOME/.kube/config
 For detail installation instructions with GPU support, see [cloud-native-stack](https://github.com/NVIDIA/cloud-native-stack/tree/master/install-guides).
 
 ```bash
+# Disable swap
+sudo nano /etc/fstab
+# Add a # before all the lines that start with /swap and save the file.
+
+
 sudo kubeadm init --pod-network-cidr=192.168.0.0/16
 # Copy default configuration
 mkdir -p $HOME/.kube
@@ -78,6 +85,11 @@ my-system    Ready    control-plane   73s   v1.28.1
 
 If modifying the port range is not an option, update the port numbers inside `values.yaml` to be in the range.
 
+## Install NVIDIA Container Toolkit
+
+Following the [instructions](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html) to install and configure NVIDIA Container Toolkit with your container runtime.
+
+
 ## Build & download MONAI Deploy dependencies
 
 ```bash
@@ -105,8 +117,10 @@ Use the following commands to install MONAI Deploy Helm charts and its dependenc
 - Postgres - archives Argo jobs (can be disabled in `values.yaml` > `argo-workflows` > `controller` > `persistence` > `archive=false`)
 
 ```bash
-helm upgrade -i monai-deploy . # default/current namespace
-helm upgrade -i monai-deploy -n my-space . # install in namespace "my-namespace"
+# default/current namespace
+helm upgrade -i monai-deploy .
+# install in namespace "my-namespace"
+helm upgrade -i monai-deploy -n my-space .
 ```
 
 > **Note**
diff --git a/deploy/helm-charts/docs/04.Uninstallation.md b/deploy/helm-charts/docs/04.Uninstallation.md
index fcadd17..75bd933 100644
--- a/deploy/helm-charts/docs/04.Uninstallation.md
+++ b/deploy/helm-charts/docs/04.Uninstallation.md
@@ -29,6 +29,6 @@ sudo rm -rf ~/.kube
 ## Uninstall Tools
 
 ```bash
-sudo apt-get purge -y kubeadm kubectl kubelet kubernetes-cni kube* helm
+sudo apt-get purge -y kubeadm kubectl kubelet kubernetes-cni kube*
 sudo apt-get autoremove   -y
 ```
diff --git a/deploy/helm-charts/files/sample-workflows/liver-seg-template.yml b/deploy/helm-charts/files/sample-workflows/liver-seg-template.yml
index 1f10c79..c078bac 100644
--- a/deploy/helm-charts/files/sample-workflows/liver-seg-template.yml
+++ b/deploy/helm-charts/files/sample-workflows/liver-seg-template.yml
@@ -59,7 +59,7 @@ spec:
           - /bin/sh
         args:
           - '-c'
-          - date -Ins && python3 -u /opt/monai/app/app.py && date -Ins
+          - date -Ins && time python3 -u /opt/monai/app/app.py && date -Ins
         env:
           - name: "MONAI_INPUTPATH"
             value: "/var/monai/input/"
@@ -69,3 +69,6 @@ spec:
             value: "/opt/monai/models/"
           - name: "MONAI_WORKDIR"
             value: "/var/monai/"
+        resources:
+          limits:
+            nvidia.com/gpu: 1
diff --git a/deploy/helm-charts/values.yaml b/deploy/helm-charts/values.yaml
index 9442fee..e834d50 100644
--- a/deploy/helm-charts/values.yaml
+++ b/deploy/helm-charts/values.yaml
@@ -262,6 +262,8 @@ tolerations: []
 
 affinity: {}
 
+nvidia-device-plugin:
+  allowDefaultNamespace: true
 
 ### Argo Workflow ###
 argo-workflows: