diff --git a/.github/workflows/build_images.yml b/.github/workflows/build_images.yml
new file mode 100644
index 0000000..c25064f
--- /dev/null
+++ b/.github/workflows/build_images.yml
@@ -0,0 +1,116 @@
+---
+name: "Build Docker images"
+on:
+  push:
+    branches: ['**']
+  release:
+    types: [released]
+env:
+  IMAGE_NAME: "${{ secrets.DOCKER_ORG }}/nansat_base"
+jobs:
+  build_standard_docker_image:
+    runs-on: 'ubuntu-20.04'
+    steps:
+      - name: 'Checkout repository'
+        uses: actions/checkout@v2
+
+      - name: "Extract tag name"
+        id: get_version
+        run: |
+          if [[ $GITHUB_REF == refs/tags/* ]];then
+            TAG="${GITHUB_REF#refs/tags/}"
+          else
+            TAG='tmp'
+          fi
+          echo "::set-output name=VERSION::${TAG}"
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
+      - name: Cache Docker layers
+        uses: actions/cache@v2
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-buildx-standard-${{ github.sha }}
+          restore-keys: |
+            ${{ runner.os }}-buildx-standard-
+
+      - name: Login to DockerHub
+        uses: docker/login-action@v1
+        with:
+          username: ${{ secrets.DOCKER_USER }}
+          password: ${{ secrets.DOCKER_PASS }}
+
+      - name: Build docker image
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          file: Dockerfile
+          push: ${{ startsWith(github.ref, 'refs/tags/') }}
+          tags: |
+            ${{ env.IMAGE_NAME }}:latest
+            ${{ env.IMAGE_NAME }}:${{ steps.get_version.outputs.VERSION }}
+          cache-from: type=local,src=/tmp/.buildx-cache
+          cache-to: type=local,dest=/tmp/.buildx-cache-new
+
+        # Temp fix
+        # https://github.com/docker/build-push-action/issues/252
+        # https://github.com/moby/buildkit/issues/1896
+      - name: Move cache
+        run: |
+          rm -rf /tmp/.buildx-cache
+          mv /tmp/.buildx-cache-new /tmp/.buildx-cache
+
+  build_slim_docker_image:
+    runs-on: 'ubuntu-20.04'
+    steps:
+      - name: 'Checkout repository'
+        uses: actions/checkout@v2
+
+      - name: "Extract tag name"
+        id: get_version
+        run: |
+          if [[ $GITHUB_REF == refs/tags/* ]];then
+            TAG="${GITHUB_REF#refs/tags/}"
+          else
+            TAG='tmp'
+          fi
+          echo "::set-output name=VERSION::${TAG}"
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
+      - name: Cache Docker layers
+        uses: actions/cache@v2
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-buildx-slim-${{ github.sha }}
+          restore-keys: |
+            ${{ runner.os }}-buildx-slim-
+
+      - name: Login to DockerHub
+        uses: docker/login-action@v1
+        with:
+          username: ${{ secrets.DOCKER_USER }}
+          password: ${{ secrets.DOCKER_PASS }}
+
+      - name: Build docker image
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          file: Dockerfile_slim
+          push: ${{ startsWith(github.ref, 'refs/tags/') }}
+          tags: |
+            ${{ env.IMAGE_NAME }}:latest-slim
+            ${{ env.IMAGE_NAME }}:${{ steps.get_version.outputs.VERSION }}-slim
+          cache-from: type=local,src=/tmp/.buildx-cache
+          cache-to: type=local,dest=/tmp/.buildx-cache-new
+
+        # Temp fix
+        # https://github.com/docker/build-push-action/issues/252
+        # https://github.com/moby/buildkit/issues/1896
+      - name: Move cache
+        run: |
+          rm -rf /tmp/.buildx-cache
+          mv /tmp/.buildx-cache-new /tmp/.buildx-cache
+...
\ No newline at end of file
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 3099ada..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,65 +0,0 @@
----
-language: shell
-services:
-  - docker
-
-# Environment variables defined as part of the Travis CI repository configuration are:
-# - DOCKER_ORG: the docker hub organization (or user) to which the image will be pushed
-# - DOCKER_USER: the docker hub user used to log in to the docker hub
-# - DOCKER_PASS: the password of this user
-
-env:
-  global:
-    - IMAGE_NAME="${DOCKER_ORG}/nansat_base"
-    - DOCKER_TMP_TAG='tmp'
-
-jobs:
-  include:
-    - stage: 'Build Docker images'
-      name: 'Build standard image'
-      install:
-        - docker pull "${IMAGE_NAME}" || true
-      script:
-        - >
-          docker build .
-          --cache-from "${IMAGE_NAME}"
-          -t "${IMAGE_NAME}:${DOCKER_TMP_TAG}"
-        # Basic test
-        - docker run --rm "${IMAGE_NAME}:${DOCKER_TMP_TAG}" python -c 'import gdal'
-      before_deploy:
-        - docker login -u "${DOCKER_USER}" -p "${DOCKER_PASS}"
-      deploy:
-        provider: script
-        on:
-          tags: true
-        script: /bin/bash docker_push.sh "${IMAGE_NAME}" ''
-
-    - name: 'Build slim image'
-      env:
-        - COMPILE_STAGE_SUFFIX='-compile-stage'
-        - SLIM_SUFFIX='-slim'
-      install:
-        - docker pull "${IMAGE_NAME}:latest${COMPILE_STAGE_SUFFIX}" || true
-        - docker pull "${IMAGE_NAME}:latest${SLIM_SUFFIX}" || true
-      script:
-        - >
-          docker build .
-          -f Dockerfile_slim --target builder
-          --cache-from "${IMAGE_NAME}:latest${COMPILE_STAGE_SUFFIX}"
-          -t "${IMAGE_NAME}:${DOCKER_TMP_TAG}${COMPILE_STAGE_SUFFIX}"
-        - >
-          docker build .
-          -f Dockerfile_slim
-          --cache-from "${IMAGE_NAME}:${DOCKER_TMP_TAG}${COMPILE_STAGE_SUFFIX}"
-          --cache-from "${IMAGE_NAME}:latest${SLIM_SUFFIX}"
-          -t "${IMAGE_NAME}:${DOCKER_TMP_TAG}${SLIM_SUFFIX}"
-        # Basic test
-        - docker run --rm "${IMAGE_NAME}:${DOCKER_TMP_TAG}${SLIM_SUFFIX}" python -c 'import gdal'
-      before_deploy:
-        - docker login -u "${DOCKER_USER}" -p "${DOCKER_PASS}"
-      deploy:
-        provider: script
-        on:
-          tags: true
-        script: /bin/bash docker_push.sh "${IMAGE_NAME}" "${COMPILE_STAGE_SUFFIX}" "${SLIM_SUFFIX}"
-...
\ No newline at end of file
diff --git a/docker_push.sh b/docker_push.sh
deleted file mode 100644
index 921297f..0000000
--- a/docker_push.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/bin/bash
-image_name="$1"
-shift
-
-for suffix in "$@";do
-    for tag in "${TRAVIS_TAG}${suffix}" "latest${suffix}";do
-        echo "Tag ${image_name}:${DOCKER_TMP_TAG}${suffix} as ${image_name}:${tag}"
-        docker tag "${image_name}:${DOCKER_TMP_TAG}${suffix}" "${image_name}:${tag}"
-        echo "Push ${image_name}:${tag}"
-        docker push "${image_name}:${tag}"
-    done
-done