diff --git a/.github/workflows/non-test-tox.yml b/.github/workflows/non-test-tox.yml
new file mode 100644
index 0000000..fea5e80
--- /dev/null
+++ b/.github/workflows/non-test-tox.yml
@@ -0,0 +1,17 @@
+name: Coverage, mypi
+
+on: [push]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+      - name: Setup Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.7
+      - name: Install Tox and any other packages
+        run: pip install tox
+      - name: Run Tox
+        run: tox -e coverage-py37,mypy-py37
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..d114c7a
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,26 @@
+name: Upload Python Package
+
+on:
+  release:
+    types: [created]
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.7'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install setuptools wheel twine
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
+        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+      run: |
+        python setup.py sdist bdist_wheel
+        twine upload dist/*
diff --git a/.github/workflows/tox-tests.yml b/.github/workflows/tox-tests.yml
new file mode 100644
index 0000000..5457bd7
--- /dev/null
+++ b/.github/workflows/tox-tests.yml
@@ -0,0 +1,23 @@
+name: Tox Tests
+
+on: [push]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python: [3.5, 3.6, 3.7, 3.8, 3.9]
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Setup Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python }}
+      - name: Install Tox and any other packages
+        run: pip install tox
+      - name: Run Tox
+        # Run tox using the version of Python in `PATH`
+        run: tox -e py-asyncio,py-tornado
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index df44797..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-language: python
-matrix:
-  include:
-  - python: 3.5
-    dist: trusty
-    sudo: false
-  - python: 3.6
-    dist: trusty
-    sudo: false
-  - python: 3.7
-    dist: bionic
-    sudo: true
-  - python: 3.8
-    dist: bionic
-    sudo: true
-  - python: 3.9
-    dist: focal
-    sudo: true
-install: pip install tox-travis
-script: tox
-deploy:
-  provider: pypi
-  distributions: "sdist bdist_wheel"
-  skip_existing: true
-  user: zmumi
-  password:
-    secure: JQpMT/b928b2kVVAu3ITls1+fzlGURgpSzNXpd9qzy1wcDiLMxj+3o1lnRlHuKaE5uQdNoyFYZjDxbQ7UKLC0tjMjlNSVw0sMtQab/QGSe1ze0WJmGAJOIcoxPgssF07LqXCeJKyWfYkzN7EoM9o0aeMYaQ0p/UWvEz0TkpEeULLcmKAW1W20Sn5j23ujS+M+YUXEJp0c/VlzIYAAdeutpl7+3Fdgo9BVxLh6e8eHh87JC4/n9aBRRYzwpWvpDXi5pZjvbrLgKnWCk4ZSL2g/wbjwpPcgbInBRzQlbf2/t9TydDRQKrqZyZtYGwN+5TDosB8ft597MlKVxPR1M2C7QomGJmEglGijisjt/3PmNdZ1yS8icSpCyLSHy2Xmroui/ePdTP8zDj6joV+J6aUPXunY8UdtoCtRSjBDX6b7RRcIM9OO2ZTAGenlblCcc9iXPVH+H3LPsT1uXYtNUi1/hMo37kV1vQWh96ceKLoSqT4ERyXBeZc/m9PZ/YJudPQCxDiOU3DzBhYznj07eHELQdOxLI3rCpXHBKxj7YG8EOjVGUIZ4c1uke6LN2RnLigIN7FUUcgj8PUY6afn7QnN1nJHubRx1niTOsd6G7gRoLP/mUkKM3Wxz1PrPmpXp98aa7wIX76FKcJlRXRtuw1/xFYZGcYBcAAyodG1dRq/uE=
-  on:
-    tags: true
\ No newline at end of file
diff --git a/README.rst b/README.rst
index 86149a7..c45c010 100644
--- a/README.rst
+++ b/README.rst
@@ -7,8 +7,11 @@
 .. image:: https://readthedocs.org/projects/memoize/badge/?version=latest
     :target: https://memoize.readthedocs.io/en/latest/?badge=latest
 
-.. image:: https://travis-ci.com/DreamLab/memoize.svg?token=PCPPzZaRDc9FFFUfKaj9&branch=master
-    :target: https://travis-ci.com/DreamLab/memoize
+.. image:: https://github.com/DreamLab/memoize/actions/workflows/tox-tests.yml/badge.svg
+    :target: https://github.com/DreamLab/memoize/actions/workflows/tox-tests.yml
+
+.. image:: https://github.com/DreamLab/memoize/actions/workflows/non-test-tox.yml/badge.svg
+    :target: https://github.com/DreamLab/memoize/actions/workflows/non-test-tox.yml
 
 Extended docs (including API docs) available at `memoize.readthedocs.io <https://memoize.readthedocs.io>`_.
 
diff --git a/tox.ini b/tox.ini
index cfe4e01..f930a6a 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,6 +1,9 @@
 [tox]
 skipdist   = True
-envlist    = py{35,36,37,38,39}-{asyncio,tornado},coverage-py37,mypy-py37
+
+# py-{asyncio,tornado} are added for GitHub Actions (where we have only one interpreter at the time)
+# py{35,36,37,38,39}-{asyncio,tornado} are added for development purposes (where one has multiple interpreters)
+envlist    = py-{asyncio,tornado},py{35,36,37,38,39}-{asyncio,tornado},coverage-py37,mypy-py37
 
 [testenv]
 setenv        =