diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 00000000..7dfba102
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,22 @@
+name: HNSW CI
+
+on: [push, pull_request]
+
+jobs:
+  test:
+    runs-on: ${{matrix.os}}
+    strategy:
+      matrix:
+        os: [ubuntu-latest, windows-latest]
+        python-version: ['3.6', '3.7', '3.8', '3.9']
+    steps:
+      - uses: actions/checkout@v2
+      - uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+          
+      - name: Build and install
+        run: python -m pip install .
+      
+      - name: Test
+        run: python -m unittest discover --start-directory python_bindings/tests --pattern "*_test*.py"
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 76f7d7d4..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,63 +0,0 @@
-language: python
-
-jobs:
-  include:
-    - name: Linux Python 3.6
-      os: linux
-      python: 3.6
-    
-    - name: Linux Python 3.7
-      os: linux
-      python: 3.7
-
-    - name: Linux Python 3.8
-      os: linux
-      python: 3.8
-
-    - name: Linux Python 3.9
-      os: linux
-      python: 3.9
-
-    - name: Windows Python 3.6
-      os: windows
-      language: shell    # 'language: python' is an error on Travis CI Windows
-      before_install:
-        - choco install python --version 3.6.0
-        - python -m pip install --upgrade pip
-        - python --version
-      env: PATH=/c/Python36:/c/Python36/Scripts:$PATH
-    
-    - name: Windows Python 3.7
-      os: windows
-      language: shell    # 'language: python' is an error on Travis CI Windows
-      before_install:
-        - choco install python --version 3.7.0
-        - python -m pip install --upgrade pip
-        - python --version
-      env: PATH=/c/Python37:/c/Python37/Scripts:$PATH
-
-    - name: Windows Python 3.8
-      os: windows
-      language: shell    # 'language: python' is an error on Travis CI Windows
-      before_install:
-        - choco install python --version 3.8.0
-        - python -m pip install --upgrade pip
-        - python --version
-      env: PATH=/c/Python38:/c/Python38/Scripts:$PATH
-
-    - name: Windows Python 3.9
-      os: windows
-      language: shell    # 'language: python' is an error on Travis CI Windows
-      before_install:
-        - choco install python --version 3.9.0
-        - python -m pip install --upgrade pip
-        - python --version
-      env: PATH=/c/Python39:/c/Python39/Scripts:$PATH
-
-install:
-  - |
-    python -m pip install .
-
-script:
-  - |
-    python -m unittest discover --start-directory python_bindings/tests --pattern "*_test*.py"