diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 00000000..337d891e
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,48 @@
+name: CI
+
+on: [push, pull_request]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        jobqueue: ["htcondor", "pbs", "sge", "slurm", "none"]
+
+    steps:
+      - name: Checkout source
+        uses: actions/checkout@v2
+
+      - name: Setup Conda Environment
+        uses: goanpeca/setup-miniconda@v1
+        with:
+          miniconda-version: "latest"
+          python-version: 3.6
+          environment-file: ci/environment.yml
+          activate-environment: dask-jobqueue
+          auto-activate-base: false
+
+      - name: Setup
+        shell: bash -l {0}
+        run: |
+          source ci/${{ matrix.jobqueue }}.sh
+          jobqueue_before_install
+
+      - name: Install
+        shell: bash -l {0}
+        run: |
+          source ci/${{ matrix.jobqueue }}.sh
+          jobqueue_install
+
+      - name: Test
+        shell: bash -l {0}
+        run: |
+          source ci/${{ matrix.jobqueue }}.sh
+          jobqueue_script
+
+      - name: Cleanup
+        shell: bash -l {0}
+        run: |
+          source ci/${{ matrix.jobqueue }}.sh
+          jobqueue_after_script
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 33dd6f5c..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,48 +0,0 @@
-language: python
-dist: xenial
-
-notifications:
-  email: false
-
-services:
-  - docker
-matrix:
-  include:
-    - python: "3.6"
-      env:
-        - JOBQUEUE=sge
-    - python: "3.6"
-      env:
-        # JOBQUEUE=none is for tests that do not need a cluster to run
-        - JOBQUEUE=none
-    - python: "3.6"
-      env:
-        - JOBQUEUE=pbs
-    - python: "3.6"
-      env:
-        - JOBQUEUE=slurm
-    - python: "3.6"
-      env:
-        - JOBQUEUE=htcondor
-
-before_install:
-  - set -e
-  - pwd
-  # Init jobqueue environment: load init and test methods
-  - source ci/${JOBQUEUE}.sh
-  - jobqueue_before_install
-  - set +e
-install:
-  - set -e
-  - jobqueue_install
-  - set +e
-script:
-  - set -e
-  - jobqueue_script
-  - set +e
-after_script:
-  - jobqueue_after_script
-
-  # TODO
-  # - pip install --no-cache-dir coveralls
-  # - coveralls
diff --git a/ci/environment.yml b/ci/environment.yml
new file mode 100644
index 00000000..8734d9c5
--- /dev/null
+++ b/ci/environment.yml
@@ -0,0 +1,12 @@
+name: dask-jobqueue
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - python=3.6
+  - dask
+  - distributed
+  - flake8
+  - black
+  - pytest
+  - pytest-asyncio
diff --git a/ci/none.sh b/ci/none.sh
index 3fc15dc4..2cb8a9f8 100644
--- a/ci/none.sh
+++ b/ci/none.sh
@@ -1,10 +1,7 @@
 #!/usr/bin/env bash
 
 function jobqueue_before_install {
-  # Install miniconda
-  ./ci/conda_setup.sh
-  export PATH="$HOME/miniconda/bin:$PATH"
-  conda install --yes -c conda-forge python=$TRAVIS_PYTHON_VERSION dask distributed flake8 black pytest pytest-asyncio
+  true  # Pass
 }
 
 function jobqueue_install {
diff --git a/ci/pbs.sh b/ci/pbs.sh
index f633430d..c8dbb249 100644
--- a/ci/pbs.sh
+++ b/ci/pbs.sh
@@ -10,30 +10,30 @@ function jobqueue_before_install {
     ./start-pbs.sh
     cd -
 
-    docker exec -it -u pbsuser pbs_master pbsnodes -a
+    docker exec -u pbsuser pbs_master pbsnodes -a
     docker ps -a
     docker images
 }
 
 function jobqueue_install {
-    docker exec -it pbs_master /bin/bash -c "cd /dask-jobqueue; pip install -e ."
+    docker exec pbs_master /bin/bash -c "cd /dask-jobqueue; pip install -e ."
 }
 
 function jobqueue_script {
-    docker exec -it -u pbsuser pbs_master /bin/bash -c "cd; pytest /dask-jobqueue/dask_jobqueue --verbose -s -E pbs"
+    docker exec -u pbsuser pbs_master /bin/bash -c "cd; pytest /dask-jobqueue/dask_jobqueue --verbose -s -E pbs"
 }
 
 function jobqueue_after_script {
-    docker exec -it -u pbsuser pbs_master qstat -fx
-    docker exec -it pbs_master bash -c 'cat /var/spool/pbs/sched_logs/*'
-    docker exec -it pbs_master bash -c 'cat /var/spool/pbs/server_logs/*'
-    docker exec -it pbs_master bash -c 'cat /var/spool/pbs/server_priv/accounting/*'
-    docker exec -it pbs_slave_1 bash -c 'cat /var/spool/pbs/mom_logs/*'
-    docker exec -it pbs_slave_1 bash -c 'cat /var/spool/pbs/spool/*'
-    docker exec -it pbs_slave_1 bash -c 'cat /tmp/*.e*'
-    docker exec -it pbs_slave_1 bash -c 'cat /tmp/*.o*'
-    docker exec -it pbs_slave_2 bash -c 'cat /var/spool/pbs/mom_logs/*'
-    docker exec -it pbs_slave_2 bash -c 'cat /var/spool/pbs/spool/*'
-    docker exec -it pbs_slave_2 bash -c 'cat /tmp/*.e*'
-    docker exec -it pbs_slave_2 bash -c 'cat /tmp/*.o*'
+    docker exec -u pbsuser pbs_master qstat -fx
+    docker exec pbs_master bash -c 'cat /var/spool/pbs/sched_logs/*|| true'
+    docker exec pbs_master bash -c 'cat /var/spool/pbs/server_logs/*|| true'
+    docker exec pbs_master bash -c 'cat /var/spool/pbs/server_priv/accounting/*|| true'
+    docker exec pbs_slave_1 bash -c 'cat /var/spool/pbs/mom_logs/*|| true'
+    docker exec pbs_slave_1 bash -c 'cat /var/spool/pbs/spool/*|| true'
+    docker exec pbs_slave_1 bash -c 'cat /tmp/*.e*|| true'
+    docker exec pbs_slave_1 bash -c 'cat /tmp/*.o*|| true'
+    docker exec pbs_slave_2 bash -c 'cat /var/spool/pbs/mom_logs/*|| true'
+    docker exec pbs_slave_2 bash -c 'cat /var/spool/pbs/spool/*|| true'
+    docker exec pbs_slave_2 bash -c 'cat /tmp/*.e*|| true'
+    docker exec pbs_slave_2 bash -c 'cat /tmp/*.o*|| true'
 }
diff --git a/ci/pbs/start-pbs.sh b/ci/pbs/start-pbs.sh
index 4162f11a..edbe50bf 100755
--- a/ci/pbs/start-pbs.sh
+++ b/ci/pbs/start-pbs.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 docker-compose up -d
-while [ `docker exec -it -u pbsuser pbs_master pbsnodes -a | grep "Mom = pbs_slave" | wc -l` -ne 2 ]
+while [ `docker exec -u pbsuser pbs_master pbsnodes -a | grep "Mom = pbs_slave" | wc -l` -ne 2 ]
 do
     echo "Waiting for PBS slave nodes to become available";
     sleep 2
diff --git a/ci/sge.sh b/ci/sge.sh
index d85c1609..c581e7e3 100644
--- a/ci/sge.sh
+++ b/ci/sge.sh
@@ -15,15 +15,15 @@ function jobqueue_before_install {
 }
 
 function jobqueue_install {
-    docker exec -it sge_master /bin/bash -c "cd /dask-jobqueue; pip install -e ."
+    docker exec sge_master /bin/bash -c "cd /dask-jobqueue; pip install -e ."
 }
 
 function jobqueue_script {
-    docker exec -it sge_master /bin/bash -c "cd /dask-jobqueue; pytest dask_jobqueue --verbose -s -E sge"
+    docker exec sge_master /bin/bash -c "cd /dask-jobqueue; pytest dask_jobqueue --verbose -s -E sge"
 }
 
 function jobqueue_after_script {
-    docker exec -it sge_master bash -c 'cat /tmp/sge*'
-    docker exec -it slave_one bash -c 'cat /tmp/exec*'
-    docker exec -it slave_two bash -c 'cat /tmp/exec*'
+    docker exec sge_master bash -c 'cat /tmp/sge*'
+    docker exec slave_one bash -c 'cat /tmp/exec*'
+    docker exec slave_two bash -c 'cat /tmp/exec*'
 }
diff --git a/ci/sge/start-sge.sh b/ci/sge/start-sge.sh
index c5559828..e77282ab 100755
--- a/ci/sge/start-sge.sh
+++ b/ci/sge/start-sge.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 docker-compose up -d
-while [ `docker exec -it sge_master qhost | grep lx26-amd64 | wc -l` -ne 2 ]
+while [ `docker exec sge_master qhost | grep lx26-amd64 | wc -l` -ne 2 ]
   do
     echo "Waiting for SGE slots to become available";
     sleep 1
diff --git a/ci/slurm.sh b/ci/slurm.sh
index 49ea1315..76320394 100644
--- a/ci/slurm.sh
+++ b/ci/slurm.sh
@@ -19,21 +19,21 @@ function show_network_interfaces {
     for c in slurmctld c1 c2; do
         echo '------------------------------------------------------------'
         echo docker container: $c
-        docker exec -it $c python -c 'import psutil; print(psutil.net_if_addrs().keys())'
+        docker exec $c python -c 'import psutil; print(psutil.net_if_addrs().keys())'
         echo '------------------------------------------------------------'
     done
 }
 
 function jobqueue_install {
-    docker exec -it slurmctld /bin/bash -c "cd /dask-jobqueue; pip install -e ."
+    docker exec slurmctld /bin/bash -c "cd /dask-jobqueue; pip install -e ."
 }
 
 function jobqueue_script {
-    docker exec -it slurmctld /bin/bash -c "pytest /dask-jobqueue/dask_jobqueue --verbose -E slurm -s"
+    docker exec slurmctld /bin/bash -c "pytest /dask-jobqueue/dask_jobqueue --verbose -E slurm -s"
 }
 
 function jobqueue_after_script {
-    docker exec -it slurmctld bash -c 'sinfo'
-    docker exec -it slurmctld bash -c 'squeue'
-    docker exec -it slurmctld bash -c 'sacct -l'
+    docker exec slurmctld bash -c 'sinfo'
+    docker exec slurmctld bash -c 'squeue'
+    docker exec slurmctld bash -c 'sacct -l'
 }