diff --git a/cs_gan/run.sh b/cs_gan/run.sh
index 2a2afef..eb44976 100755
--- a/cs_gan/run.sh
+++ b/cs_gan/run.sh
@@ -12,12 +12,32 @@
 # 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.
-
-python3 -m venv cs_gan_venv
+# Install python3.5
+which python3.5
+if  [ $? -eq 1 ]; then
+  echo 'Installing python3.5'
+  (cd /usr/src/
+   sudo wget https://www.python.org/ftp/python/3.5.6/Python-3.5.6.tgz
+   tar -xvzf Python-3.5.6.tgz
+   sudo tar -xvzf Python-3.5.6.tgz
+   cd Python-3.5.6
+   ./configure --enable-loadable-sqlite-extensions --enable-optimizations
+   sudo make altinstall)
+fi
+# Fail on any error.
+set -e
+python3.5 -m venv cs_gan_venv
+echo 'Created venv'
 source cs_gan_venv/bin/activate
-pip install --upgrade pip
+echo 'Installing pip'
+curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+python3.5 get-pip.py pip==20.2.3
+
+echo 'Getting requirements.'
 pip install -r cs_gan/requirements.txt
 
-python -m cs_gan.main_cs
 
-python -m cs_gan.main
+echo 'Starting training...'
+python3.5 -m cs_gan.main_cs
+# Gan code.
+python3.5 -m cs_gan.main
diff --git a/scratchgan/README.md b/scratchgan/README.md
index 4398096..84111e2 100644
--- a/scratchgan/README.md
+++ b/scratchgan/README.md
@@ -39,34 +39,4 @@ The data contains:
 
 ## Running
 
-Download the data and place it in the directory specified by `data_dir` flag:
-
-    mkdir -p /tmp/emnlp2017
-    curl https://storage.googleapis.com/deepmind-scratchgan-data/train.json --output /tmp/emnlp2017/train.json
-    curl https://storage.googleapis.com/deepmind-scratchgan-data/valid.json --output /tmp/emnlp2017/valid.json
-    curl https://storage.googleapis.com/deepmind-scratchgan-data/test.json --output /tmp/emnlp2017/test.json
-    curl https://storage.googleapis.com/deepmind-scratchgan-data/glove_emnlp2017.txt --output /tmp/emnlp2017/glove_emnlp2017.txt
-
-Create and activate a virtual environment if needed:
-
-    virtualenv scratchgan-venv
-    source scratchgan-venv/bin/activate
-
-
-Note: the code uses python 2. This might mean that to create the virtual env
-you have to pass a path to the python binary to be used, as follows:
-`virtualenv -p /usr/bin/python2.7 scratchgan-venv`.
-
-Install requirements:
-
-    pip install -r scratchgan/requirements.txt
-
-Run training and evaluation jobs:
-
-    python2 -m scratchgan.experiment --mode="train" &
-    python2 -m scratchgan.experiment --mode="evaluate_pair" &
-
-The evaluation code is designed to run in parallel with the training.
-
-The training code saves checkpoints periodically, the evaluation code
-looks for new checkpoints and evaluate them.
+    ./scratchgan/run.sh
diff --git a/scratchgan/run.sh b/scratchgan/run.sh
new file mode 100755
index 0000000..e8fb125
--- /dev/null
+++ b/scratchgan/run.sh
@@ -0,0 +1,52 @@
+#!/bin/sh
+# Copyright 2019 Deepmind Technologies Limited.
+#
+# 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.
+
+
+# Get EMNLP data.
+mkdir -p /tmp/emnlp2017
+curl https://storage.googleapis.com/deepmind-scratchgan-data/train.json --output /tmp/emnlp2017/train.json
+curl https://storage.googleapis.com/deepmind-scratchgan-data/valid.json --output /tmp/emnlp2017/valid.json
+curl https://storage.googleapis.com/deepmind-scratchgan-data/test.json --output /tmp/emnlp2017/test.json
+curl https://storage.googleapis.com/deepmind-scratchgan-data/glove_emnlp2017.txt --output /tmp/emnlp2017/glove_emnlp2017.txt
+
+
+# Install python3.5
+which python3.5
+if  [ $? -eq 1 ]; then
+  echo 'Installing python3.5'
+  (cd /usr/src/
+   sudo wget https://www.python.org/ftp/python/3.5.6/Python-3.5.6.tgz
+   tar -xvzf Python-3.5.6.tgz
+   sudo tar -xvzf Python-3.5.6.tgz
+   cd Python-3.5.6
+   ./configure --enable-loadable-sqlite-extensions --enable-optimizations
+   sudo make altinstall)
+fi
+# Fail on any error.
+set -e
+python3.5 -m venv scratchgan-venv
+echo 'Created venv'
+source scratchgan-venv/bin/activate
+echo 'Installing pip'
+curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+python3.5 get-pip.py pip==20.2.3
+
+
+echo 'Getting requirements.'
+pip install -r scratchgan/requirements.txt
+
+echo 'Starting training...'
+python3.5 -m scratchgan.experiment --mode="train" &
+python3.5 -m scratchgan.experiment --mode="evaluate_pair" &