diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 7a3602b2..3088aef7 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,6 +14,22 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  run-notebook-tutorials:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.9
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install ".[dev,github-actions,graph,mqf2]"
+      - name: Run example notebooks
+        run: build_tools/run_examples.sh
+        shell: bash
+
   pytest:
     name: Run pytest
     runs-on: ${{ matrix.os }}
diff --git a/build_tools/run_examples.sh b/build_tools/run_examples.sh
new file mode 100755
index 00000000..db1168fb
--- /dev/null
+++ b/build_tools/run_examples.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+# Script to run all example notebooks.
+# copy-paste from sktime's run_examples.sh
+set -euxo pipefail
+
+CMD="jupyter nbconvert --to notebook --inplace --execute --ExecutePreprocessor.timeout=600"
+
+for notebook in docs/source/tutorials/*.ipynb; do
+  echo "Running: $notebook"
+  $CMD "$notebook"
+done
diff --git a/pyproject.toml b/pyproject.toml
index 9f82203c..8180f03d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -102,3 +102,12 @@ dev = [
 github-actions = ["pytest-github-actions-annotate-failures"]
 graph = ["networkx"]
 mqf2 = ["cpflows"]
+
+[tool.setuptools]
+py-modules = ["pytorch_forecasting"]
+
+[build-system]
+build-backend = "setuptools.build_meta"
+requires = [
+  "setuptools>=70.0.0",
+]