diff --git a/slides/swarm-fullday.yml b/slides/swarm-fullday.yml
index 7627bd08..9a558279 100644
--- a/slides/swarm-fullday.yml
+++ b/slides/swarm-fullday.yml
@@ -55,6 +55,7 @@ chapters:
   - swarm/apiscope.md
 - - swarm/logging.md
   - swarm/metrics.md
+  - swarm/gui.md
   - swarm/stateful.md
   - swarm/extratips.md
   - shared/thankyou.md
diff --git a/slides/swarm/gui.md b/slides/swarm/gui.md
new file mode 100644
index 00000000..05796ba6
--- /dev/null
+++ b/slides/swarm/gui.md
@@ -0,0 +1,51 @@
+# GUI's: Web Admin of Swarms and Registry
+
+What about web interfaces to control and manage Swarm?
+
+- [Docker Enterprise](https://www.docker.com/products/docker-enterprise) is Docker Inc's paid offering, which has GUI's.
+
+- [Portainer](https://portainer.io) is a popular open source web GUI for Swarm with node agents.
+
+- [Portus](http://port.us.org) is a SUSE-backed open source web GUI for registry.
+
+- Find lots of other Swarm tools in the [Awesome Docker list](http://awesome-docker.netlify.com).
+
+---
+
+## Lets deploy Portainer
+
+- Yet another stack file
+
+.exercise[
+
+- Make sure we are in the stacks directory:
+  ```bash
+  cd ~/container.training/stacks
+  ```
+
+- Deploy the Portainer stack:
+  ```bash
+  docker stack deploy -c portainer.yml portainer
+  ```
+
+]
+
+---
+
+## View and setup Portainer
+
+- go to `<node ip>:9090`
+
+- You should see the setup UI. Create a 8-digit password.
+
+- Next, tell Portainer how to connect to docker.
+
+- We'll use the agent method (one per node).
+
+  - For connection, choose `Agent`
+
+  - Name: `swarm1`
+
+  - Agent URL: `tasks.agent:9001`
+
+- Let's browse around the interface
diff --git a/stacks/portainer.yml b/stacks/portainer.yml
new file mode 100644
index 00000000..55e39738
--- /dev/null
+++ b/stacks/portainer.yml
@@ -0,0 +1,15 @@
+version: "3.4"
+
+services:
+  web:
+    image: portainer/portainer
+    ports:
+      - "9000:9000"
+  agent:
+    image: portainer/agent
+    volumes:
+      - /var/run/docker.sock:/var/run/docker.sock
+    deploy:
+      mode: global
+    environment:
+      AGENT_CLUSTER_ADDR: tasks.agent