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diff --git a/tensorflow/tools/ci_build/install/install_python3.5_pip_packages.sh b/tensorflow/tools/ci_build/install/install_python3.5_pip_packages.sh
new file mode 100755
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+++ b/tensorflow/tools/ci_build/install/install_python3.5_pip_packages.sh
@@ -0,0 +1,91 @@
+#!/usr/bin/env bash
+# Copyright 2016 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed 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.
+# ==============================================================================
+# Install packages required by Python3.5 build
+
+# TODO(cais): Remove this file once we upgrade to ubuntu:16.04 docker images for
+# Python 3.5 builds.
+
+# fkrull/deadsnakes is for Python3.5
+add-apt-repository -y ppa:fkrull/deadsnakes
+apt-get update
+
+set +e
+# Upgrade swig to 3.0.8
+SWIG_VERSION="3.0.8"
+swig_ver_flat=$(echo $SWIG_VERSION | sed 's/\.//g' | sed 's/^0*//g')
+local_swig_ver=$(swig -version | grep -i version | awk '{print $3}')
+local_swig_ver_flat=$(echo $local_swig_ver | sed 's/\.//g' | sed 's/^0*//g')
+if [[ -z $local_swig_ver_flat ]]; then
+  local_swig_ver_flat=0
+fi
+if (( $local_swig_ver_flat < $swig_ver_flat )); then
+  set -e
+  wget -q http://downloads.sourceforge.net/swig/swig-3.0.8.tar.gz
+  tar xzf swig-3.0.8.tar.gz
+  pushd swig-3.0.8
+  apt-get install -y --no-install-recommends libpcre3-dev
+  ./configure
+  make
+  make install
+  rm -f /usr/bin/swig
+  ln -s /usr/local/bin/swig /usr/bin/swig
+  popd
+  rm -rf swig-3.0.8 swig-3.0.8.tar.gz
+fi
+set -e
+# Install Python 3.5 and dev library
+apt-get install -y --no-install-recommends python3.5 libpython3.5-dev
+
+# Install pip3.5
+set +e
+pip35_version=$(pip3.5 --version | grep "python 3.5")
+if [[ -z $pip35_version ]]; then
+  set -e
+  wget -q https://bootstrap.pypa.io/get-pip.py
+  python3.5 get-pip.py
+  rm -f get-pip.py
+fi
+
+set -e
+# Install six.
+pip3.5 install --upgrade six==1.10.0
+
+# Install protobuf.
+pip3.5 install --upgrade protobuf==3.2.0
+
+# Remove obsolete version of six, which can sometimes confuse virtualenv.
+rm -rf /usr/lib/python3/dist-packages/six*
+
+# Install numpy, scipy and scikit-learn required by the builds
+
+# numpy needs to be installed from source to fix segfaults. See:
+# https://github.com/tensorflow/tensorflow/issues/6968
+# This workaround isn't needed for Ubuntu 16.04 or later.
+pip3.5 install --no-binary=:all: --upgrade numpy==1.12.0
+
+pip3.5 install scipy==0.18.1
+
+pip3.5 install scikit-learn==0.18.1
+
+# pandas required by tf.learn/inflow
+pip3 install pandas==0.19.2
+
+# Install recent-enough version of wheel for Python 3.5 wheel builds
+pip3.5 install wheel==0.29.0
+
+pip3.5 install portpicker
+
+pip3.5 install werkzeug