diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 00000000..0e47e9a0
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,49 @@
+name: Test
+
+on:
+  push:
+  pull_request:
+    types: [opened, synchronize, reopened]
+
+jobs:
+  test:
+
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [3.6, 3.7, 3.8]
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          sudo apt update
+          sudo apt install espeak git
+      - name: Upgrade pip
+        # so we can take advantage of pyproject.toml build-dependency support
+        run: python3 -m pip install --upgrade pip
+      - name: Install TTS
+        run: |
+          python3 -m pip install .
+          python3 setup.py egg_info
+      - name: Lint check
+        run: |
+          python3 -m pip install --quiet --upgrade cardboardlint pylint
+          cardboardlinter --refspec ${GITHUB_BASE_REF} -n auto
+      - name: Unit tests
+        run: nosetests tests --nocapture
+      - name: Test scripts
+        run: |
+          ./tests/test_server_package.sh
+          ./tests/test_glow-tts_train.sh
+          ./tests/test_server_package.sh
+          ./tests/test_tacotron_train.sh
+          ./tests/test_vocoder_gan_train.sh
+          ./tests/test_vocoder_wavegrad_train.sh
+          ./tests/test_vocoder_wavernn_train.sh
+
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 28500a81..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,32 +0,0 @@
-language: python
-
-git:
-  quiet: true
-
-before_install:
-  - sudo apt-get update
-  - sudo apt-get -y install espeak
-  - python -m pip install --upgrade pip
-  - pip install six==1.12.0
-  - pip install --upgrade cython
-
-matrix:
-  include:
-  - name: "Lint check"
-    python: "3.6"
-    install: pip install --quiet --upgrade cardboardlint pylint
-    env: TEST_SUITE="lint"
-  - name: "Unit tests"
-    python: "3.6"
-    install:
-      - python setup.py egg_info
-      - pip install -e .
-    env: TEST_SUITE="unittest"
-  - name: "Unit tests"
-    python: "3.6"
-    install:
-      - python setup.py egg_info
-      - pip install -e .
-    env: TEST_SUITE="testscripts"
-
-script: ./.travis/script
diff --git a/.travis/script b/.travis/script
deleted file mode 100755
index 0860f9cf..00000000
--- a/.travis/script
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/bin/bash
-set -ex
-
-git remote set-branches --add origin $TRAVIS_BRANCH
-git fetch
-
-if [[ ( "$TRAVIS_PULL_REQUEST" != "false" ) && ( "$TEST_SUITE" == "lint" ) ]]; then
-  # Run cardboardlinter, in case of pull requests
-  cardboardlinter --refspec origin/$TRAVIS_BRANCH -n auto
-fi
-
-if [[ "$TEST_SUITE" == "unittest" ]]; then
-  nosetests tests --nocapture
-  ./tests/test_server_package.sh
-fi
-
-if [[ "$TEST_SUITE" == "testscripts" ]]; then
-   # test model training scripts
-  ./tests/test_tts_train.sh
-  ./tests/test_vocoder_gan_train.sh
-  ./tests/test_vocoder_wavernn_train.sh
-fi
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..997b713f
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,2 @@
+[build-system]
+requires = ["setuptools", "wheel", "Cython", "numpy>=1.16.0,<1.20"]
diff --git a/requirements.txt b/requirements.txt
index 31b49916..e9af491f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,7 @@
 torch>=1.5
 tensorflow==2.3.1
-numpy>=1.16.0
+numpy>=1.16.0; python_version >= "3.7"
+numpy>=1.16.0,<1.20; python_version < "3.7"
 scipy>=0.19.0
 numba==0.48
 librosa==0.7.2
@@ -18,8 +19,8 @@ pysbd
 pyworld
 soundfile
 nose==1.3.7
-cardboardlint==1.3.0
-pylint==2.5.3
+cardboardlint
+pylint
 gdown
 umap-learn
 cython
diff --git a/tests/test_server_package.sh b/tests/test_server_package.sh
index 7e75415a..0b3395a7 100755
--- a/tests/test_server_package.sh
+++ b/tests/test_server_package.sh
@@ -7,24 +7,26 @@ if [[ ! -f tests/outputs/checkpoint_10.pth.tar ]]; then
 fi
 
 rm -f dist/*.whl
-python setup.py --quiet bdist_wheel --checkpoint tests/outputs/checkpoint_10.pth.tar --model_config tests/outputs/dummy_model_config.json
+python3 setup.py --quiet bdist_wheel --checkpoint tests/outputs/checkpoint_10.pth.tar --model_config tests/outputs/dummy_model_config.json
 
-python -m venv /tmp/venv
+python3 -m venv /tmp/venv
 source /tmp/venv/bin/activate
-pip install --quiet --upgrade pip setuptools wheel
-pip install --quiet dist/TTS*.whl
+python3 -m pip install --quiet --upgrade pip setuptools wheel cython
+# wait to install numpy until we have wheel support
+python3 -m pip install numpy
+python3 -m pip install --quiet dist/TTS*.whl
 
 # this is related to https://github.com/librosa/librosa/issues/1160
-pip install numba==0.48
+python3 -m pip install numba==0.48
 
-python -m TTS.server.server &
+python3 -m TTS.server.server &
 SERVER_PID=$!
 
 echo 'Waiting for server...'
 sleep 30
 
 curl -o /tmp/audio.wav "http://localhost:5002/api/tts?text=synthesis%20schmynthesis"
-python -c 'import sys; import wave; print(wave.open(sys.argv[1]).getnframes())' /tmp/audio.wav
+python3 -c 'import sys; import wave; print(wave.open(sys.argv[1]).getnframes())' /tmp/audio.wav
 
 kill $SERVER_PID