diff --git a/.Rbuildignore b/.Rbuildignore
index 3b63931..55197b9 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -4,7 +4,7 @@ materials*
 ^docs$
 ^_pkgdown\.yml$
 ^pkgdown$
-^\.travis\.yml$
 ^cran-comments\.md$
 ^doc$
 ^Meta$
+^\.github$
diff --git a/.github/.gitignore b/.github/.gitignore
new file mode 100644
index 0000000..2d19fc7
--- /dev/null
+++ b/.github/.gitignore
@@ -0,0 +1 @@
+*.html
diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml
new file mode 100644
index 0000000..0528262
--- /dev/null
+++ b/.github/workflows/R-CMD-check.yaml
@@ -0,0 +1,58 @@
+# Workflow derived from https://github.com/r-lib/actions/tree/master/examples
+# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+on:
+  push:
+    branches: [main, master]
+  pull_request:
+    branches: [main, master]
+
+name: R-CMD-check
+
+jobs:
+  R-CMD-check:
+    runs-on: ${{ matrix.config.os }}
+
+    name: ${{ matrix.config.os }} (${{ matrix.config.r }})
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+          - {os: macOS-latest,   r: 'release'}
+          - {os: windows-latest, r: 'release'}
+          - {os: ubuntu-latest,   r: 'devel', http-user-agent: 'release'}
+          - {os: ubuntu-latest,   r: 'release'}
+          - {os: ubuntu-latest,   r: 'oldrel-1'}
+
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+      R_KEEP_PKG_SOURCE: yes
+
+    steps:
+      - uses: actions/checkout@v2
+
+      - uses: r-lib/actions/setup-pandoc@v1
+
+      - uses: r-lib/actions/setup-r@v1
+        with:
+          r-version: ${{ matrix.config.r }}
+          http-user-agent: ${{ matrix.config.http-user-agent }}
+          use-public-rspm: true
+
+      - uses: r-lib/actions/setup-r-dependencies@v1
+        with:
+          extra-packages: rcmdcheck
+
+      - uses: r-lib/actions/check-r-package@v1
+
+      - name: Show testthat output
+        if: always()
+        run: find check -name 'testthat.Rout*' -exec cat '{}' \; || true
+        shell: bash
+
+      - name: Upload check results
+        if: failure()
+        uses: actions/upload-artifact@main
+        with:
+          name: ${{ runner.os }}-r${{ matrix.config.r }}-results
+          path: check
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 030f8f5..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-# R for travis: see documentation at https://docs.travis-ci.com/user/languages/r
-
-language: r
-r:
-  - release
-  - devel
-sudo: false
-cache: packages
-
-r_packages:
-  - covr
-
-after_success:
-  - Rscript -e 'library(covr); codecov()'
diff --git a/README.md b/README.md
index 40eedec..fcbd04a 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # randomForestExplainer <img src="man/figures/logo.png" align="right" width="150"/>
 
 [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/randomForestExplainer)](https://cran.r-project.org/package=randomForestExplainer)
-[![Build Status](https://travis-ci.org/ModelOriented/randomForestExplainer.svg?branch=master)](https://travis-ci.org/ModelOriented/randomForestExplainer)
+[![R-CMD-check](https://github.com/ModelOriented/randomForestExplainer/workflows/R-CMD-check/badge.svg)](https://github.com/ModelOriented/randomForestExplainer/actions)
 [![codecov](https://codecov.io/gh/ModelOriented/randomForestExplainer/branch/master/graph/badge.svg)](https://codecov.io/gh/ModelOriented/randomForestExplainer)
 [![DOI](https://zenodo.org/badge/97007621.svg)](https://zenodo.org/badge/latestdoi/97007621)