diff --git a/.github/workflows/config.yml b/.github/workflows/config.yml
new file mode 100644
index 000000000..347edb097
--- /dev/null
+++ b/.github/workflows/config.yml
@@ -0,0 +1,56 @@
+name: CI
+
+on: [push, pull_request]
+
+jobs:
+  build:
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      max-parallel: 4
+      matrix:
+        os: [ubuntu-latest, windows-latest]
+        python-version: [3.6, 3.7]
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install -r requirements.txt
+    - name: Check that documentation builds
+      run: |
+        python -m pip install sphinx
+        python -m pip install sphinx_rtd_theme
+        python -m pip install docutils==0.12
+        python -m pip install mock
+        cd docs; make clean; make html; cd ..;
+    - name: Install testing dependencies
+      run: |
+        python -m pip install coverage
+        python -m pip install hypothesis==3.2
+        python -m pip install mypy
+    - name: Run tests
+      run: |
+        coverage run --source=axelrod -m unittest discover
+    - name: Report coverage
+      run: |
+        coverage report -m --fail-under=100
+    - name: Run doctest
+      run: |
+        python doctests.py
+    - name: Run static type checker
+      run: |
+        python run_mypy.py
+    - name: Check that all strategies are indexed
+      run: |
+        python run_strategy_indexer.py
+    - name: Check that installs
+      run: |
+        python setup.py install
+        cd ..
+        python -c "import axelrod"
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 4374c83e1..000000000
--- a/.travis.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-dist: xenial
-services:
-  - xvfb
-language: python
-python:
-  - 3.7
-  - 3.6
-cache:
-  directories:
-    - $TRAVIS_BUILD_DIR/.hypothesis
-install:
-  - pip install -r requirements.txt
-  - pip install sphinx
-  - pip install sphinx_rtd_theme
-  - pip install docutils==0.12
-  - pip install coverage
-  - pip install coveralls
-  - pip install mypy
-script:
-  # Build the documentation
-  - cd docs; make clean; make html
-  # Run the test suit with coverage
-  - cd ..
-  - travis_wait 60 coverage run --source=axelrod -m unittest discover
-  - coverage report -m
-  # Run the doctests
-  - python doctests.py
-  # Run the type checker
-  - python run_mypy.py
-  # Check that all strategies are in the index
-  - python run_strategy_indexer.py
-after_success:
-  - coveralls
-notifications:
-    webhooks:
-        urls:
-            - https://webhooks.gitter.im/e/3cc093037c0df458209d
-
diff --git a/MANIFEST.in b/MANIFEST.in
index bb4c1be0a..d42cd9a37 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,3 +1,3 @@
 include *.txt
 recursive-include docs *.rst
-recursive-include axelrod/data *.csv
+recursive-include axelrod/data *
diff --git a/README.rst b/README.rst
index 1b925160f..c104b3811 100644
--- a/README.rst
+++ b/README.rst
@@ -1,15 +1,12 @@
-.. image:: https://coveralls.io/repos/github/Axelrod-Python/Axelrod/badge.svg?branch=master
-    :target: https://coveralls.io/github/Axelrod-Python/Axelrod?branch=master
-
 .. image:: https://img.shields.io/pypi/v/Axelrod.svg
     :target: https://pypi.python.org/pypi/Axelrod
 
-.. image:: https://travis-ci.org/Axelrod-Python/Axelrod.svg?branch=packaging
-    :target: https://travis-ci.org/Axelrod-Python/Axelrod
-
 .. image:: https://zenodo.org/badge/19509/Axelrod-Python/Axelrod.svg
     :target: https://zenodo.org/badge/latestdoi/19509/Axelrod-Python/Axelrod
 
+.. image:: https://github.com/Axelrod-Python/Axelrod/workflows/CI/badge.svg
+    :target: https://github.com/Axelrod-Python/Axelrod/actions
+
 |Join the chat at https://gitter.im/Axelrod-Python/Axelrod|
 
 Axelrod
@@ -74,7 +71,7 @@ a peer reviewed paper introducing the library (22 authors).
 Installation
 ------------
 
-The library requires Python 3.5 or greater.
+The library requires Python 3.6 or greater.
 
 The simplest way to install is::
 
diff --git a/appveyor.yml b/appveyor.yml
index 30632d49d..c182913ae 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -5,6 +5,7 @@ environment:
 install:
   - "%PYTHON%\\python.exe --version"
   - "%PYTHON%\\python.exe -m pip install -r requirements.txt"
+  - "%PYTHON%\\python.exe -m pip install hypothesis==3.2"
 build: off
 test_script:
   - "%PYTHON%\\python.exe -m unittest discover"
diff --git a/requirements.txt b/requirements.txt
index e76cd9f40..5c0d22cab 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,6 @@
 cloudpickle>=0.2.1
 fsspec>=0.4.3
 dask>=2.3.0
-hypothesis==3.2
 matplotlib>=2.0.0
 numpy>=1.9.2
 pandas>=0.18.1
diff --git a/setup.py b/setup.py
index c49ed695c..0ff23e654 100644
--- a/setup.py
+++ b/setup.py
@@ -27,11 +27,11 @@
     long_description=long_description,
     long_description_content_type="text/x-rst",
     include_package_data=True,
-    package_data={"": ["axelrod/data/*.csv"]},
+    package_data={"": ["axelrod/data/*"]},
     classifiers=[
         "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3 :: Only",
     ],
-    python_requires=">=3.5",
+    python_requires=">=3.6",
 )