diff --git a/tools/build/build_lib.sh b/tools/build/build_lib.sh
new file mode 100755
index 000000000000..ee29e1fe6d34
--- /dev/null
+++ b/tools/build/build_lib.sh
@@ -0,0 +1,80 @@
+#!/usr/bin/env bash
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This script builds the libraries of mxnet.
+make_config=config/pip_${PLATFORM}_${VARIANT}.mk
+if [[ ! -f $make_config ]]; then
+    >&2 echo "Couldn't find make config $make_config for the current settings."
+    exit 1
+fi
+
+git clone --recursive https://github.com/apache/incubator-mxnet mxnet-build
+
+>&2 echo "Now building mxnet modules..."
+cp $make_config mxnet-build/config.mk
+
+cd mxnet-build
+
+$MAKE DEPS_PATH=$DEPS_PATH DMLCCORE
+$MAKE DEPS_PATH=$DEPS_PATH $PWD/3rdparty/tvm/nnvm/lib/libnnvm.a
+$MAKE DEPS_PATH=$DEPS_PATH PSLITE
+
+if [[ $VARIANT == *mkl ]]; then
+    MKLDNN_LICENSE='license.txt'
+    if [[ $PLATFORM == 'linux' ]]; then
+        IOMP_LIBFILE='libiomp5.so'
+        MKLML_LIBFILE='libmklml_intel.so'
+        MKLDNN_LIBFILE='libmkldnn.so.0'
+    else
+        IOMP_LIBFILE='libiomp5.dylib'
+        MKLML_LIBFILE='libmklml.dylib'
+        MKLDNN_LIBFILE='libmkldnn.0.dylib'
+    fi
+    $MAKE DEPS_PATH=$DEPS_PATH mkldnn
+    cp 3rdparty/mkldnn/LICENSE ./MKLML_LICENSE
+fi
+
+if [[ $VARIANT == *mkl ]]; then
+    >&2 echo "Copying MKL license."
+    rm lib/libmkldnn.{so,dylib}
+    rm lib/libmkldnn.0.*.dylib
+    rm lib/libmkldnn.so.0.*
+fi
+
+>&2 echo "Now building mxnet..."
+$MAKE DEPS_PATH=$DEPS_PATH || exit 1;
+
+if [[ $PLATFORM == 'linux' ]]; then
+    cp -L /usr/lib/gcc/x86_64-linux-gnu/4.8/libgfortran.so lib/libgfortran.so.3
+    cp -L /usr/lib/x86_64-linux-gnu/libquadmath.so.0 lib/libquadmath.so.0
+fi
+
+# Print the linked objects on libmxnet.so
+>&2 echo "Checking linked objects on libmxnet.so..."
+if [[ ! -z $(command -v readelf) ]]; then
+    readelf -d lib/libmxnet.so
+    strip --strip-unneeded lib/libmxnet.so
+elif [[ ! -z $(command -v otool) ]]; then
+    otool -L lib/libmxnet.so
+    strip -u -r -x lib/libmxnet.so
+else
+    >&2 echo "Not available"
+fi
+
+cd ../
diff --git a/tools/build/build_wheel.sh b/tools/build/build_wheel.sh
new file mode 100755
index 000000000000..a79634117c21
--- /dev/null
+++ b/tools/build/build_wheel.sh
@@ -0,0 +1,31 @@
+#!/usr/bin/env bash
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This script builds the wheel for binary distribution and performs sanity check.
+
+cd mxnet-build
+echo $(git rev-parse HEAD) >> python/mxnet/COMMIT_HASH
+cd -
+
+# Make wheel for testing
+python setup.py bdist_wheel
+
+wheel_name=$(ls -t dist | head -n 1)
+pip install -U --user --force-reinstall dist/$wheel_name
+python sanity_test.py