diff --git a/.travis.yml b/.travis.yml
index 55464bac0..b2de42281 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -98,6 +98,36 @@ jobs:
         - MB_ML_VER=2010
         - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
 
+    - name: "3.5 Xenial aarch64"
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.5
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+    - name: "3.6 Xenial aarch64"
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.6
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+    - name: "3.7 Xenial aarch64"
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.7
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+    - name: "3.8 Xenial aarch64"
+      os: linux
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.8
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+
     - name: "3.5 macOS latest"
       os: osx
       osx_image: xcode9.3
@@ -190,6 +220,44 @@ jobs:
         - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
         - LATEST="true"
 
+    - name: "3.5 Xenial aarch64 latest"
+      os: linux
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.5
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+        - LATEST="true"
+    - name: "3.6 Xenial aarch64 latest"
+      os: linux
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.6
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+        - LATEST="true"
+    - name: "3.7 Xenial aarch64 latest"
+      os: linux
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.7
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+        - LATEST="true"
+    - name: "3.8 Xenial aarch64 latest"
+      os: linux
+      arch: arm64
+      env:
+        - PLAT=aarch64
+        - MB_ML_VER=2014
+        - MB_PYTHON_VERSION=3.8
+        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
+        - LATEST="true"
+
+
 before_install:
     - source multibuild/common_utils.sh
     - source multibuild/travis_steps.sh
@@ -212,4 +280,4 @@ after_success:
           ${TRAVIS_BUILD_DIR}/wheelhouse/
           --no-update-index
           wheels;
-      fi
\ No newline at end of file
+      fi
diff --git a/config.sh b/config.sh
index 17e64542b..59cb8637b 100644
--- a/config.sh
+++ b/config.sh
@@ -25,6 +25,16 @@ function pre_build {
     if [ -n "$IS_OSX" ]; then
         # Update to latest zlib for OS X build
         build_new_zlib
+    elif [ $MB_ML_VER -eq 2014 ]; then
+        yum install -y cmake
+    
+        function get_cmake {
+            echo cmake
+        }
+
+        function build_xz {
+            yum install -y xz-devel
+        }
     fi
 
     if [ -n "$IS_OSX" ]; then