diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9b5d87f..841d664 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -45,3 +45,22 @@ jobs:
       - uses: codecov/codecov-action@v1
         with:
           file: lcov.info
+  docs:
+    name: Documentation
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+      - uses: julia-actions/setup-julia@v1
+        with:
+          version: '1'
+      - uses: julia-actions/julia-buildpkg@v1
+      - uses: julia-actions/julia-docdeploy@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }}
+      - run: |
+          julia --project=docs -e '
+            using Documenter: DocMeta, doctest
+            using MLJModelInterface
+            DocMeta.setdocmeta!(MLJModelInterface, :DocTestSetup, :(using MLJModelInterface); recursive=true)
+            doctest(MLJModelInterface)'
\ No newline at end of file