diff --git a/.github/workflows/publish.yaml b/.github/workflows/publish.yaml
index f49d0b9..fd9301e 100644
--- a/.github/workflows/publish.yaml
+++ b/.github/workflows/publish.yaml
@@ -29,8 +29,9 @@ jobs:
       - name: Set up Quarto
         uses: quarto-dev/quarto-actions/setup@v2
 
-      - name: Restore Cache Jupyter Environments
-        uses: actions/cache@v4
+      - name: Restore Cache Conda Environments
+        id: cache-conda-restore
+        uses: actions/cache/restore@v4
         env:
           CACHE_NUMBER: 0
         with:
@@ -47,6 +48,15 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
+      - name: Save Cache Conda Environments
+        id: cache-conda-save
+        uses: actions/cache/save@v4
+        with:
+          path: |
+            ~/.local/share/jupyter/kernels
+            /usr/share/miniconda/envs
+        key: ${{ steps.cache-conda-restore.outputs.cache-primary-key }}
+
       # - name: Cache Binder Build on mybinder.org
       #   uses: jupyterhub/repo2docker-action@master
       #   with:
@@ -57,7 +67,7 @@ jobs:
       - name: Commit Files
         if: github.ref == 'refs/heads/main'
         run: |
-          NB_PATH=($(git diff --name-only ${{ github.event.before }} ${{ github.sha }} | grep '[.]ipynb$'))
+          NB_PATH=notebooks/01_classification.ipynb
           git config --local user.name "$GITHUB_ACTOR"
           git config --local user.email "$GITHUB_ACTOR@users.noreply.github.com"
           git commit ${NB_PATH[*]} -m "Quarto output" || echo "No changes to commit"