diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
new file mode 100644
index 0000000..4b712d7
--- /dev/null
+++ b/.github/workflows/test.yaml
@@ -0,0 +1,31 @@
+name: Python package
+
+on: [push]
+
+jobs:
+  test:
+
+    strategy:
+      matrix:
+        os: [ubuntu-latest, macos-latest, windows-latest]
+        python-version: [
+          "3.8", "3.9", "3.10", "3.11",
+          "pypy3.9"
+        ]
+
+    runs-on: ${{ matrix.os }}
+
+    steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: pip
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install -r requirements.txt
+      - name: Test unit tests
+        run: |
+          python -m unittest discover -s sacremoses/test
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index f9e328b..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-language: python
-
-os: linux
-dist: focal
-
-addons:
-  apt:
-    packages:
-      - expect-dev
-
-python:  # https://docs.travis-ci.com/user/languages/python/
-  - "3.6"
-  - "3.8"
-  - "3.9"
-  - "pypy3"
-  - "3.10.1"
-
-cache: pip
-
-install:
-  - pip install joblib  # For parallelization.
-  - pip install click   # For CLI.
-  - pip install tqdm    # For progressbar.
-  - pip install regex   # For regex (simpler access to perluniprops)
-
-script:
-  - unbuffer python -m unittest discover sacremoses/test/ -v
diff --git a/setup.py b/setup.py
index 5ac6781..67dcbd2 100644
--- a/setup.py
+++ b/setup.py
@@ -22,4 +22,5 @@
   ],
   install_requires = ['regex', 'click', 'joblib', 'tqdm'],
   entry_points=console_scripts,
+  python_requires='>=3.8',
 )