diff --git a/deploy_wheels.sh b/deploy_wheels.sh
new file mode 100644
index 000000000..ffddca2a6
--- /dev/null
+++ b/deploy_wheels.sh
@@ -0,0 +1,23 @@
+#!/bin/bash
+
+# Run this as:
+# docker run -i -t -v `pwd`:/io quay.io/pypa/manylinux1_x86_64 deploy_wheels.sh
+cd $HOME
+EIGEN_COMMIT=51c95eb5952b
+wget "https://bitbucket.org/eigen/eigen/get/${EIGEN_COMMIT}.zip"
+unzip "${EIGEN_COMMIT}.zip"
+mv "eigen-eigen-${EIGEN_COMMIT}" eigen
+wget "https://repo.continuum.io/miniconda/Miniconda3-latest-${OS}-${MACHTYPE}.sh" -O miniconda.sh
+bash miniconda.sh -b -p "$HOME/miniconda"
+export PATH="$HOME/miniconda/bin:$PATH" LD_LIBRARY_PATH="$HOME/miniconda/lib:$LD_LIBRARY_PATH" CMAKE=cmake28 EIGEN3_INCLUDE_DIR="$HOME/eigen"
+git clone https://github.com/clab/dynet
+cd dynet
+for PYTHON_VERSION in 2.7 3.3 3.4 3.5 3.6; do
+  conda create -n "$PYTHON_VERSION" anaconda python="$PYTHON_VERSION"
+  activate "$PYTHON_VERSION"
+  pip install cython auditwheel
+  python setup.py bdist_wheel
+  auditwheel repair dist/dyNET-*-"cp${PYTHON_VERSION/./}-cp${PYTHON_VERSION/./}m-${OSTYPE}_${MACHTYPE}".whl
+done
+pip install twine
+twine upload dist/*