diff --git a/.github/workflows/UnitTest.yml b/.github/workflows/UnitTest.yml
new file mode 100644
index 00000000..82feeed5
--- /dev/null
+++ b/.github/workflows/UnitTest.yml
@@ -0,0 +1,52 @@
+name: Unit test
+
+on:
+  create:
+    tags:
+  push:
+    branches:
+      - master
+  pull_request:
+  schedule:
+    - cron: '20 00 1 * *'
+
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        julia-version: ['1.0', '1', 'nightly']
+        os: [ubuntu-latest, windows-latest, macOS-latest]
+        julia-arch: [x64]
+        # only test one 32-bit job
+        include:
+          - os: ubuntu-latest
+            julia-version: '1'
+            julia-arch: x86
+
+    steps:
+      - uses: actions/checkout@v1.0.0
+      - name: "Set up Julia"
+        uses: julia-actions/setup-julia@v1
+        with:
+          version: ${{ matrix.julia-version }}
+          arch: ${{ matrix.julia-arch }}
+
+      - name: Cache artifacts
+        uses: actions/cache@v1
+        env:
+          cache-name: cache-artifacts
+        with:
+          path: ~/.julia/artifacts 
+          key: ${{ runner.os }}-test-${{ env.cache-name }}-${{ hashFiles('**/Project.toml') }}
+          restore-keys: |
+            ${{ runner.os }}-test-${{ env.cache-name }}-
+            ${{ runner.os }}-test-
+            ${{ runner.os }}-
+      - name: "Unit Test"
+        uses: julia-actions/julia-runtest@master
+
+      - uses: julia-actions/julia-processcoverage@v1
+      - uses: codecov/codecov-action@v1
+        with:
+          file: lcov.info
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 43e186e2..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,17 +0,0 @@
-language: julia
-
-os:
-    - linux
-    - osx
-
-julia:
-    - 1.0
-    - 1
-    - nightly
-
-notifications:
-    email: false
-
-after_success:
-  # push coverage results to Codecov
-  - julia -e 'using Pkg, OffsetArrays; cd(joinpath(dirname(pathof(OffsetArrays)), "..")); Pkg.add("Coverage"); using Coverage; Codecov.submit(Codecov.process_folder())'
diff --git a/README.md b/README.md
index a5c8f184..b514cab9 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,10 @@
 # OffsetArrays.jl
 
-[![](https://img.shields.io/badge/docs-stable-blue.svg)](https://JuliaArrays.github.io/OffsetArrays.jl/stable)
-[![Build Status](https://travis-ci.org/JuliaArrays/OffsetArrays.jl.svg?branch=master)](https://travis-ci.org/JuliaArrays/OffsetArrays.jl)
-[![codecov.io](http://codecov.io/github/JuliaArrays/OffsetArrays.jl/coverage.svg?branch=master)](http://codecov.io/github/JuliaArrays/OffsetArrays.jl?branch=master)
-[![PkgEval][pkgeval-img]][pkgeval-url]
+[![][action-img]][action-url]
+[![][pkgeval-img]][pkgeval-url]
+[![][codecov-img]][codecov-url]
+[![][docs-stable-img]][docs-stable-url]
+[![][docs-dev-img]][docs-dev-url]
 
 
 OffsetArrays provides Julia users with arrays that have arbitrary
@@ -43,5 +44,18 @@ julia> OA[-1,0], OA[1,4]
 (1.0, 15.0)
 ```
 
+<!-- badges -->
+
 [pkgeval-img]: https://juliaci.github.io/NanosoldierReports/pkgeval_badges/O/OffsetArrays.svg
 [pkgeval-url]: https://juliaci.github.io/NanosoldierReports/pkgeval_badges/report.html
+
+[action-img]: https://github.com/JuliaArrays/OffsetArrays.jl/workflows/Unit%20test/badge.svg
+[action-url]: https://github.com/JuliaArrays/OffsetArrays.jl/actions
+
+[codecov-img]: https://codecov.io/github/JuliaArrays/OffsetArrays.jl/coverage.svg?branch=master
+[codecov-url]: https://codecov.io/gh/JuliaArrays/OffsetArrays.jl
+
+[docs-stable-img]: https://img.shields.io/badge/docs-stable-blue.svg
+[docs-stable-url]: https://juliaarrays.github.io/OffsetArrays.jl/stable/
+[docs-dev-img]: https://img.shields.io/badge/docs-dev-blue.svg
+[docs-dev-url]: https://juliaarrays.github.io/OffsetArrays.jl/dev/
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index 96cfc7b6..00000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,37 +0,0 @@
-environment:
-  matrix:
-  - julia_version: 1.0
-  - julia_version: 1
-  - julia_version: nightly
-
-platform:
-  - x86 # 32-bit
-  - x64 # 64-bit
-
-## uncomment the following lines to allow failures on nightly julia
-## (tests will run but not make your overall status red)
-#matrix:
-#  allow_failures:
-#  - julia_version: latest
-
-branches:
-  only:
-    - master
-    - /release-.*/
-
-notifications:
-  - provider: Email
-    on_build_success: false
-    on_build_failure: false
-    on_build_status_changed: false
-
-install:
-  - ps: iex ((new-object net.webclient).DownloadString("https://raw.githubusercontent.com/JuliaCI/Appveyor.jl/version-1/bin/install.ps1"))
-
-build_script:
-  - echo "%JL_BUILD_SCRIPT%"
-  - C:\julia\bin\julia -e "%JL_BUILD_SCRIPT%"
-
-test_script:
-  - echo "%JL_TEST_SCRIPT%"
-  - C:\julia\bin\julia -e "%JL_TEST_SCRIPT%"