diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
new file mode 100644
index 00000000..8d431179
--- /dev/null
+++ b/.github/workflows/CI.yml
@@ -0,0 +1,46 @@
+name: CI
+on:
+  pull_request:
+  push:
+    branches:
+      - master
+    tags: '*'
+jobs:
+  test:
+    name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        version:
+          - '1.0'
+          - '1'
+#          - 'nightly'
+        os:
+          - ubuntu-latest
+          - macOS-latest
+          - windows-latest
+        arch:
+          - x64
+    steps:
+      - uses: actions/checkout@v2
+      - uses: julia-actions/setup-julia@v1
+        with:
+          version: ${{ matrix.version }}
+          arch: ${{ matrix.arch }}
+      - 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 }}-
+      - uses: julia-actions/julia-buildpkg@v1
+      - uses: julia-actions/julia-runtest@v1
+      - 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 2314a185..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,18 +0,0 @@
-language: julia
-os:
-    - linux
-julia:
-    - 0.7
-    - 1.0
-    - nightly
-addons:
-  apt:
-    packages:
-      - python-matplotlib
-      - python3-matplotlib
-env:
-  matrix:
-    - PYTHON=python  # python 2.7
-    - PYTHON=python3 # python 3.5
-notifications:
-    email: false
diff --git a/README.md b/README.md
index 83c82939..a7df28ef 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,4 @@
-[![Build Status](https://travis-ci.org/JuliaPy/PyPlot.jl.svg?branch=master)](https://travis-ci.org/JuliaPy/PyPlot.jl)
-[![Build status](https://ci.appveyor.com/api/projects/status/github/JuliaPy/PyPlot.jl?branch=master)](https://ci.appveyor.com/project/StevenGJohnson/pyplot-jl/branch/master)
+[![CI](https://github.com/JuliaPy/PyPlot.jl/workflows/CI/badge.svg)](https://github.com/JuliaPy/PyPlot.jl/actions?query=workflow%3ACI)
 
 # The PyPlot module for Julia
 
@@ -9,7 +8,7 @@ specifically to the `matplotlib.pyplot` module.
 
 PyPlot uses the Julia [PyCall](https://github.com/stevengj/PyCall.jl)
 package to call Matplotlib directly from Julia with little or no
-overhead (arrays are passed without making a copy).
+overhead (arrays are passed without making a copy).  (See also [PythonPlot.jl](https://github.com/stevengj/PythonPlot.jl) for a version of PyPlot.jl using the alternative [PythonCall.jl](https://github.com/cjdoris/PythonCall.jl) package.)
 
 This package takes advantage of Julia's [multimedia
 I/O](https://docs.julialang.org/en/latest/base/io-network/#Multimedia-I/O-1)
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index 573b986d..00000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,40 +0,0 @@
-environment:
-  matrix:
-  - julia_version: 0.7
-    PYTHON: "Conda"
-  - julia_version: 1
-    PYTHON: "Conda"
-  - julia_version: nightly
-    PYTHON: "Conda"
-
-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: nightly
-
-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%"
diff --git a/src/plot3d.jl b/src/plot3d.jl
index d4b917c0..c910a06a 100644
--- a/src/plot3d.jl
+++ b/src/plot3d.jl
@@ -54,12 +54,15 @@ const mplot3d_funcs = (:bar3d, :contour3D, :contourf3D, :plot3D, :plot_surface,
                        :plot_trisurf, :plot_wireframe, :scatter3D,
                        :text2D, :text3D, :view_init, :voxels)
 
+function gca3d()
+    using3D() # make sure mplot3d is loaded
+    return PyPlot.version <= v"3.4" ? gca(projection="3d") : plt."subplot"(gca()."get_subplotspec"(), projection="3d")
+end
+
 for f in mplot3d_funcs
     fs = string(f)
     @eval @doc LazyHelp(axes3D,"Axes3D", $fs) function $f(args...; kws...)
-        using3D() # make sure mplot3d is loaded
-        ax = PyPlot.version <= v"3.4" ? gca(projection="3d") : plt."subplot"(projection="3d")
-        pycall(ax.$fs, PyAny, args...; kws...)
+        pycall(gca3d().$fs, PyAny, args...; kws...)
     end
 end
 
@@ -73,9 +76,7 @@ const zlabel_funcs = (:zlabel, :zlim, :zscale, :zticks)
 for f in zlabel_funcs
     fs = string("set_", f)
     @eval @doc LazyHelp(axes3D,"Axes3D", $fs) function $f(args...; kws...)
-        using3D() # make sure mplot3d is loaded
-        ax = PyPlot.version <= v"3.4" ? gca(projection="3d") : plt."subplot"(projection="3d")
-        pycall(ax.$fs, PyAny, args...; kws...)
+        pycall(gca3d().$fs, PyAny, args...; kws...)
     end
 end