diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
new file mode 100644
index 0000000000..400c45405b
--- /dev/null
+++ b/.github/workflows/tests.yml
@@ -0,0 +1,47 @@
+name: Tests
+on:
+  push:
+    branches: [ develop ]
+  pull_request:
+    branches: [ develop ]
+
+jobs:
+  tests:
+    name: ${{ matrix.name }}
+    runs-on: ${{ matrix.os }}
+    defaults:
+      run:
+        shell: bash
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - {name: Linux, python: 3.6, os: ubuntu-20.04, tox: 'flake8,flake8-docs'}
+          - {name: Linux, python: 3.6, os: ubuntu-20.04, tox: 'py36-linux'}
+          - {name: Linux, python: 3.7, os: ubuntu-20.04, tox: 'py37-linux'}
+          - {name: Linux, python: 3.8, os: ubuntu-20.04, tox: 'py38-linux'}
+    env:
+      TOX_PARALLEL_NO_SPINNER: 1
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Setup up Python ${{ matrix.python }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python }}
+      - name: Update pip
+        run: python -m pip install -U pip
+      - name: Install tox, gdb
+        run: |
+          pip install tox
+          sudo apt-get install -y gdb
+      - name: Enable core dumps
+        run: ulimit -c unlimited -S  # enable core dumps
+      - name: Run tox tests
+        run: tox -e ${{ matrix.tox }}
+      - name: Collect corefile
+        if: ${{ failure() }}
+        run: |
+          pwd
+          COREFILE=$(find . -maxdepth 1 -name "core*" | head -n 1)
+          if [[ -f "$COREFILE" ]]; then EXECFILE=$(gdb -c "$COREFILE" -batch | grep "Core was generated" | tr -d "\`" | cut -d' ' -f5); file "$COREFILE"; gdb -c "$COREFILE" "$EXECFILE" -x continuous_integration/debug.gdb -batch; fi
diff --git a/.travis.yml b/.travis.yml
index 1fe894a021..120597a745 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,53 +1,49 @@
-sudo: false
-
-cache:
-  apt: true
-  directories:
-  - $HOME/.cache/pip
-  - $HOME/.ccache
-  - $HOME/.pip-cache
-dist: trusty
+branches:
+  only:
+    - /v\d+\.\d+\.\d+/
 language: python
+arch: arm64-graviton2
+dist: focal
+virt: vm
+group: edge
+services: docker
 env:
-  TOX_PARALLEL_NO_SPINNER: 1
-
+  global:
+      - REPO_DIR=gensim
+      - BUILD_COMMIT=HEAD
+      - UNICODE_WIDTH=32
+      - PLAT=aarch64
+      - MB_ML_VER=2014
+      - SKIP_NETWORK_TESTS=1
+      - DOCKER_TEST_IMAGE=multibuild/xenial_arm64v8
+      - BUILD_DEPENDS="numpy==1.19.2 scipy==1.5.3"
+      - TEST_DEPENDS="pytest mock cython nmslib pyemd testfixtures Morfessor==2.0.2a4 python-levenshtein==0.12.0 visdom==0.1.8.9 scikit-learn"
 
 matrix:
-  include:
-    - python: '3.6'
-      env: TOXENV="flake8,flake8-docs"
-
-    - python: '3.8'
+    - os: linux
       env:
-        - TOXENV="py38-linux"
-      dist: bionic
-
-    - python: '3.7'
+        - MB_PYTHON_VERSION=3.6
+    - os: linux
       env:
-        - TOXENV="py37-linux"
-      # The following two lines used to be necessary because Travis left files lying around in ~/.aws/,
-      # messing up our tests. Now fixed since https://github.com/travis-ci/travis-ci/issues/7940
-        # - BOTO_CONFIG="/dev/null"
-      #sudo: true
-      dist: xenial
-
-    - python: '3.6'
-      env: TOXENV="py36-linux"
-
-
+        - MB_PYTHON_VERSION=3.7
+    - os: linux
+      env:
+        - MB_PYTHON_VERSION=3.8
+before_install:
+    - source multibuild/common_utils.sh
+    - source multibuild/travis_steps.sh
+    - before_install
 install:
-  - pip install tox
-  - sudo apt-get install -y gdb
-
-
-before_script:
-  - ulimit -c unlimited -S  # enable core dumps
-
-
-script: tox
-
-
-after_failure:
-  - pwd
-  - COREFILE=$(find . -maxdepth 1 -name "core*" | head -n 1)
-  - if [[ -f "$COREFILE" ]]; then EXECFILE=$(gdb -c "$COREFILE" -batch | grep "Core was generated" | tr -d "\`" | cut -d' ' -f5); file "$COREFILE"; gdb -c "$COREFILE" "$EXECFILE" -x continuous_integration/debug.gdb -batch; fi
+    - build_wheel $REPO_DIR $PLAT
+script:
+    - install_run $PLAT
+after_script:
+    - ls -laht ${TRAVIS_BUILD_DIR}/wheelhouse/
+    - pip install wheelhouse-uploader
+    - python -m wheelhouse_uploader upload --local-folder ${TRAVIS_BUILD_DIR}/wheelhouse/ --no-ssl-check gensim-wheels --provider S3 --no-enable-cdn
+
+notifications:
+  email:
+    - penkov+gensimwheels@pm.me
+  on_success: always
+  on_failure: always
\ No newline at end of file