diff --git a/.github/workflows/build_container.yml b/.github/workflows/build_container.yml
new file mode 100644
index 0000000..bb458be
--- /dev/null
+++ b/.github/workflows/build_container.yml
@@ -0,0 +1,30 @@
+name: Build container image
+
+on:
+  workflow_dispatch:
+  push:
+
+jobs:
+  build:
+    concurrency:
+      group: ${{ github.workflow }}-${{ github.ref }}
+      cancel-in-progress: true
+    runs-on: ubuntu-latest
+    steps:
+      - name: Install dependencies
+        run: |
+          sudo apt update -y
+          sudo apt install -y wget
+      - name: Install Apptainer
+        run: |
+          wget https://github.com/apptainer/apptainer/releases/download/v1.2.4/apptainer_1.2.4_amd64.deb
+          sudo apt install -y ./apptainer_1.2.4_amd64.deb
+          rm ./apptainer_1.2.4_amd64.deb
+      - uses: actions/checkout@v4
+      - name: Build container
+        run: sudo apptainer build ML102.sif ML102.def
+      - name: Login and deploy
+        run: |
+          echo ${{ secrets.GITHUB_TOKEN }} | apptainer remote login -u ${{ secrets.GHCR_USERNAME }} --password-stdin oras://ghcr.io
+          apptainer push ML102.sif "oras://ghcr.io/ml102_workshop:latest"
+        if: ${{ github.ref == 'refs/heads/main' }}
diff --git a/ML102.def b/ML102.def
new file mode 100644
index 0000000..37352bc
--- /dev/null
+++ b/ML102.def
@@ -0,0 +1,16 @@
+Bootstrap: docker
+From: python:3.10-bookworm
+
+%files
+    ./ /opt/ml102_workshop/
+
+%post
+    apt-get update && apt-get install -y \
+        rsync \
+        nano \
+        vim \
+        git \
+        wget \
+        curl
+    pip install -r /opt/ml102_workshop/requirements.lock.txt
+    pip install jupyterlab