diff --git a/build-wheels.sh b/build-wheels.sh
new file mode 100644
index 00000000..d8afa76c
--- /dev/null
+++ b/build-wheels.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+set -e -x
+
+# Install a system package required by our library
+# yum install -y atlas-devel
+
+# Compile wheels
+for PYBIN in /opt/python/*/bin; do
+    "${PYBIN}/pip" install -r /io/requirements.txt
+    "${PYBIN}/pip" wheel /io/ -w wheelhouse/
+done
+
+# Bundle external shared libraries into the wheels
+for whl in wheelhouse/pulse2percept*.whl; do
+    auditwheel repair "$whl" -w /io/wheelhouse/
+done
+
+# Install packages and test
+for PYBIN in /opt/python/*/bin/; do
+    "${PYBIN}/pip" install pulse2percept --no-index -f /io/wheelhouse
+    #(cd "$HOME"; "${PYBIN}/nosetests" pymanylinuxdemo)
+done
diff --git a/pulse2percept/version.py b/pulse2percept/version.py
index b1dda728..4929868c 100644
--- a/pulse2percept/version.py
+++ b/pulse2percept/version.py
@@ -4,7 +4,7 @@
 # Format expected by setup.py and doc/source/conf.py: string of form "X.Y.Z"
 _version_major = 0
 _version_minor = 4
-_version_micro = ''  # use '' for first of series, number for 1 and above
+_version_micro = 2  # use '' for first of series, number for 1 and above
 _version_extra = ''
 # _version_extra = ''  # Uncomment this for full releases
 
@@ -17,7 +17,7 @@
 
 __version__ = '.'.join(map(str, _ver))
 
-CLASSIFIERS = ["Development Status :: 4 - Alpha",
+CLASSIFIERS = ["Development Status :: 4 - Beta",
                "Environment :: Console",
                "Intended Audience :: Science/Research",
                "License :: OSI Approved :: BSD License",
@@ -77,3 +77,4 @@
 MICRO = _version_micro
 VERSION = __version__
 PACKAGE_DATA = {}
+REQUIRES = ["numpy", "scipy", "joblib", "scikit_image", "sk_video", "cython"]
diff --git a/setup.py b/setup.py
index 2df565d8..d28c922c 100644
--- a/setup.py
+++ b/setup.py
@@ -15,13 +15,6 @@
 with open(ver_file) as f:
     exec(f.read())
 
-REQUIRES = []
-with open('requirements.txt') as f:
-    l = f.readline()[:-1]
-    while l:
-        REQUIRES.append(l)
-        l = f.readline()[:-1]
-
 opts = dict(name=NAME,
             maintainer=MAINTAINER,
             maintainer_email=MAINTAINER_EMAIL,