diff --git a/README.md b/README.md
index d449509..ad14ed8 100644
--- a/README.md
+++ b/README.md
@@ -108,7 +108,7 @@ The following tables lists the main configurable parameters of the `deephealth-b
 | `ingress.annations`                           | Annotations for the ingress realated with the API Endpoint service                            |  `kubernetes.io/ingress.class: nginx`         |
 | `ingress.hosts`                               | Hosts paths for the ingress realated with the API Endpoint service (see example)              |  `nil`                                        |
 | `backend.image.repository`                    | Back-end App Docker Image                                                                     |  `dhealth/backend`                            |
-| `backend.image.tag`                           | Back-end App Docker Image Tag                                                                 |  `b8ee98c`                                    |
+| `backend.image.tag`                           | Back-end App Docker Image Tag                                                                 |  `2fd828d8`                                    |
 | `backend.admin.username`                      | Username of the administrator of the backend app                                              |  `admin`                                      |
 | `backend.admin.password`                      | Password of the administrator of the backend app (autogenerated if not defined)               |  `nil`                                        |
 | `backend.admin.email`                         | Email of the administrator of the backend app                                                 |  `nil`                                        |
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 0dcc84f..b26f691 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -56,9 +56,9 @@ RUN \
     && chown -R ${USERNAME} ${DATASETS_DIR} ${TRAINING_DIR} ${INFERENCE_DIR} 
 
 # Declare data volumes
-VOLUME ["${DATASETS_DIR}"]
-VOLUME ["${INFERENCE_DIR}"]
-VOLUME ["${TRAINING_DIR}"]
+#VOLUME ["${DATASETS_DIR}"]
+#VOLUME ["${INFERENCE_DIR}"]
+#VOLUME ["${TRAINING_DIR}"]
 
 # Set the default user
 USER ${USERNAME}
diff --git a/k8s/deephealth-backend/Chart.yaml b/k8s/deephealth-backend/Chart.yaml
index e0caa12..5e6cd75 100644
--- a/k8s/deephealth-backend/Chart.yaml
+++ b/k8s/deephealth-backend/Chart.yaml
@@ -1,5 +1,5 @@
 apiVersion: v1
-appVersion: "b8ee98c"
+appVersion: "2fd828d8"
 description: A Helm chart for Kubernetes
 name: deephealth-backend
-version: 0.1.1
+version: 0.1.2
diff --git a/k8s/deephealth-backend/templates/_helpers.tpl b/k8s/deephealth-backend/templates/_helpers.tpl
index ceb80f3..9306d98 100644
--- a/k8s/deephealth-backend/templates/_helpers.tpl
+++ b/k8s/deephealth-backend/templates/_helpers.tpl
@@ -157,6 +157,21 @@ Define mount paths for shared volumes variables in connection between some pods.
   mountPath: {{ .Values.backend.persistence.data.path }}
 {{- end -}}
 
+{{/*
+Check if using GPU resources.
+*/}}
+{{- define "deephealth-backend.gpu-enabled" -}}
+{{- if .Values.backend.resources -}}
+{{- if hasKey .Values.backend.resources.limits "nvidia.com/gpu" -}}
+{{- printf "true" -}}
+{{- else -}}
+{{- printf "false" -}}
+{{- end -}}
+{{- else -}}
+{{- printf "false" -}}
+{{- end -}}
+{{- end -}}
+
 
 {{/*
 Define shared volumes in connection between some pods.
diff --git a/k8s/deephealth-backend/templates/secrets.yaml b/k8s/deephealth-backend/templates/secrets.yaml
index 34b762b..4668937 100644
--- a/k8s/deephealth-backend/templates/secrets.yaml
+++ b/k8s/deephealth-backend/templates/secrets.yaml
@@ -25,6 +25,9 @@ stringData:
     # Allow DEBUG mode. Don't run with debug turned on in production!
     DEBUG={{ .Values.global.debug }}
 
+    # Enable eddl CS_GPU computing service
+    EDDL_WITH_CUDA={{ include "deephealth-backend.gpu-enabled" . }}
+
     # Set SECRET_KEY. Keep the secret key used in production secret!
     SECRET_KEY={{ include "deephealth-backend.djangoSecretKey" . }}
 
diff --git a/k8s/deephealth-backend/values.yaml b/k8s/deephealth-backend/values.yaml
index 45476d9..72b5f05 100644
--- a/k8s/deephealth-backend/values.yaml
+++ b/k8s/deephealth-backend/values.yaml
@@ -62,7 +62,7 @@ backend:
 
   image: &backend_image
     repository: dhealth/backend
-    tag: b8ee98c
+    tag: 2fd828d8
     pullPolicy: *imagePullPolicy
 
   service:
diff --git a/k8s/values.yaml b/k8s/values.yaml
index 0c26cb4..c62adc6 100644
--- a/k8s/values.yaml
+++ b/k8s/values.yaml
@@ -48,7 +48,7 @@ backend:
 
   image: &backend_image
     # repository: dhealth/backend
-    tag: b8ee98c
+    tag: 2fd828d8
 
   # service:
   #   type: NodePort