diff --git a/.gitignore b/.gitignore
index c511c15..c0b9672 100644
--- a/.gitignore
+++ b/.gitignore
@@ -113,8 +113,3 @@ venv.bak/
 # Added config to hide hash of changed password
 src/jupyter_notebook_config.json
 .idea
-Deployment-notes.md
-add-to-swarm-with-defaults.sh
-add-to-swarm.sh
-remove-from-swarm.sh
-docker-compose-swarm.yml
diff --git a/Deployment-notes.md b/Deployment-notes.md
new file mode 100644
index 0000000..a09aa71
--- /dev/null
+++ b/Deployment-notes.md
@@ -0,0 +1,37 @@
+# Deployment Notes
+
+## Push image with tag to Dockerhub
+
+Based on [this](https://ropenscilabs.github.io/r-docker-tutorial/04-Dockerhub.html) tutorial
+with the tag `v1.0_cuda-10.1_ubuntu-18.04`:
+
+```bash
+# on il048:
+cd ~/Documents/projects/GPU-Jupyter/gpu-jupyter
+git pull
+bash generate_Dockerfile.sh
+bash start-local -p 1234
+docker image ls
+docker tag [IMAGE ID] cschranz/gpu-jupyter:v1.0_cuda-10.1_ubuntu-18.04
+docker push cschranz/gpu-jupyter:v1.0_cuda-10.1_ubuntu-18.04
+docker save cschranz/gpu-jupyter > ../gpu-jupyter_tag-v1.0_cuda-10.1_ubuntu-18.04.tar
+```
+
+Then, the new tag is available on [Dockerhub](https://hub.docker.com/repository/docker/cschranz/gpu-jupyter/tags).
+
+
+## Deployment in the swarm
+
+The GPU-Jupyter instance for deployment, that has swarm files and changed pw is
+in `/home/iotdev/Documents/projects/dtz/src/gpu-jupyter`
+
+```bash
+# on il048:
+cd /home/iotdev/Documents/projects/dtz/src/gpu-jupyter
+git pull
+bash generate_Dockerfile.sh
+bash add-to-swarm-with-defaults.sh
+```
+
+Then, the service will be available with data stored in `data` 
+on [192.168.48.48:8848](http://192.168.48.48:8848) with our password.
diff --git a/add-to-swarm-with-defaults.sh b/add-to-swarm-with-defaults.sh
new file mode 100755
index 0000000..766e235
--- /dev/null
+++ b/add-to-swarm-with-defaults.sh
@@ -0,0 +1,4 @@
+#!/usr/bin/env bash
+cd $(cd -P -- "$(dirname -- "$0")" && pwd -P)
+
+./add-to-swarm.sh -p 8848 -n elk_datastack -r 5001
diff --git a/add-to-swarm.sh b/add-to-swarm.sh
new file mode 100755
index 0000000..7865a87
--- /dev/null
+++ b/add-to-swarm.sh
@@ -0,0 +1,58 @@
+#!/usr/bin/env bash
+cd $(cd -P -- "$(dirname -- "$0")" && pwd -P)
+
+# Fetching port and network as input
+PORT=8888
+REGISTRY=5000
+while [[ "$#" -gt 0 ]]; do case $1 in
+  -p|--port) PORT="$2"; shift;;
+  -r|--registry) REGISTRY="$2"; shift;;
+  -n|--network) NETWORK="$2"; shift;;
+#  -u|--uglify) uglify=1;;
+  *) echo "Unknown parameter passed: $1"; exit 1;;
+esac; shift; done
+
+# Check if arguments are valid
+if [[ $PORT != [0-9][0-9][0-9][0-9]* ]]; then
+    echo "Given port is not valid."
+    echo "Usage: $0 -p [port] -n [docker-network] -r [registry-port] # ports must be an integer with 4 or more digits."
+    exit 21
+fi
+
+if [[ $REGISTRY != [0-9][0-9][0-9][0-9]* ]]; then
+    echo "Given registry port is not valid."
+    echo "Usage: $0 -p [port] -n [docker-network] -r [registry-port] # ports must be an integer with 4 or more digits."
+    exit 21
+fi
+
+if [[ $NETWORK == "" ]]; then
+    echo "No docker network was provided to which this gpu-jupyter should be added to."
+    echo "Usage: $0 -p [port] -n [docker-network] -r [registry-port] # ports must be an integer with 4 or more digits."
+    exit 22
+fi
+result=$(docker network ls)
+if [[ "$result" != *" $NETWORK "* ]]; then
+    echo "Could not find network $NETWORK. Please provide a valid docker network."
+    echo "Please select a network:"
+    docker network ls
+    exit 23
+fi
+
+# starting in swarm
+export HOSTNAME=$(hostname)
+export JUPYTER_PORT=$PORT
+export REGISTRY_PORT=$REGISTRY
+export JUPYTER_NETWORK=$NETWORK
+echo "Adding gpu-jupyter to the swarm on the node $HOSTNAME in the network $NETWORK on port $PORT and registry to port $REGISTRY."
+
+# substitute the blueprint docker-compose-swarm with the environment variables and stack deploy it.
+envsubst < docker-compose-swarm.yml > .docker-compose-swarm.yml.envsubst
+docker-compose -f .docker-compose-swarm.yml.envsubst build
+docker-compose -f .docker-compose-swarm.yml.envsubst push
+docker stack deploy --compose-file .docker-compose-swarm.yml.envsubst gpu
+rm .docker-compose-swarm.yml.envsubst
+
+echo
+echo "Added gpu-jupyter to docker swarm $NETWORK on port $JUPYTER_PORT."
+echo "See 'docker service ps gpu_gpu-jupyter' for status info."
+echo "See 'docker service logs -f gpu_gpu-jupyter' for logs."
diff --git a/docker-compose-swarm.yml b/docker-compose-swarm.yml
new file mode 100644
index 0000000..5f14297
--- /dev/null
+++ b/docker-compose-swarm.yml
@@ -0,0 +1,32 @@
+version: "3.4"
+services:
+  gpu-jupyter:
+    image: 127.0.0.1:$REGISTRY_PORT/gpu-jupyter
+    build: .build
+    ports:
+      - $JUPYTER_PORT:8888
+    volumes:
+      - ./data:/home/jovyan/work
+    environment:
+      GRANT_SUDO: "yes"
+      JUPYTER_ENABLE_LAB: "yes"
+    # enable sudo permissions
+    user:
+      "root"
+    networks:
+      - default
+      - $JUPYTER_NETWORK
+    deploy:
+      placement:
+        constraints: [node.hostname == $HOSTNAME]
+      replicas: 1
+      update_config:
+        parallelism: 2
+        delay: 10s
+      restart_policy:
+        condition: on-failure
+
+networks:
+  $JUPYTER_NETWORK:
+    external:
+      name: $JUPYTER_NETWORK
diff --git a/remove-from-swarm.sh b/remove-from-swarm.sh
new file mode 100755
index 0000000..28671fd
--- /dev/null
+++ b/remove-from-swarm.sh
@@ -0,0 +1,5 @@
+#!/usr/bin/env bash
+cd $(cd -P -- "$(dirname -- "$0")" && pwd -P)
+
+echo "Removing gpu-jupyter from docker swarm."
+docker stack rm gpu