diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..0814f57
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,5 @@
+.github
+.git
+docker
+.dockerignore
+*.Rmd
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 0000000..d03a410
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,35 @@
+name: Publish Docker image
+
+on:
+  workflow_dispatch:
+    inputs: null
+
+jobs:
+
+  push_to_registry:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v4
+        with:
+          images: jetaylor74/ISLP_labs
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v4
+        with:
+          context: .
+          file: docker/Dockerfile
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
diff --git a/docker/Dockerfile b/docker/Dockerfile
new file mode 100644
index 0000000..d6c7075
--- /dev/null
+++ b/docker/Dockerfile
@@ -0,0 +1,11 @@
+FROM docker.io/jupyter/base-notebook:lab-4.0.5
+
+COPY requirements.txt .
+
+# Install Python deps, the user approach is documented here:
+# https://pythonspeed.com/articles/multi-stage-docker-python/
+RUN pip install --user --no-cache-dir -r requirements.txt
+
+COPY --chown=jovyan:users . ${HOME}/work
+
+