diff --git a/doc/getstarted/build_and_install/docker_install_en.rst b/doc/getstarted/build_and_install/docker_install_en.rst
index 5a1056e859a0c977c9cd365ff1e4ffe58596f41f..a92201c618ca747168ac755a150e0eb93733c519 100644
--- a/doc/getstarted/build_and_install/docker_install_en.rst
+++ b/doc/getstarted/build_and_install/docker_install_en.rst
@@ -42,7 +42,7 @@ Windows -- in a consistent way.
 
    .. code-block:: bash
 
-      docker run -d -p 2202:22 -v $PWD:/paddle paddle:dev
+      docker run -d -p 2202:22 -p 8888:8888 -v $PWD:/paddle paddle:dev
 
    This runs a container of the development environment Docker image
    with the local source tree mounted to :code:`/paddle` of the
@@ -82,6 +82,29 @@ Windows -- in a consistent way.
       cd /paddle/build
       ctest
 
+4. Run PaddlePaddle Book under Docker Container
+
+    The Jupyter Notebook is an open-source web application that allows
+    you to create and share documents that contain live code, equations,
+    visualizations and explanatory text in a single browser.
+
+    PaddlePaddle Book is an interactive Jupyter Notebook for users and developers. 
+    We already exposed port 8888 for this book. If you want to
+    dig deeper into deep learning, PaddlePaddle Book definitely is your best choice.
+
+    Once you are inside the container, simply issue the command:
+
+    .. code-block:: bash
+
+       jupyter notebook
+
+    Then, you would back and paste the address into the local browser:
+
+    .. code-block:: text
+
+       http://localhost:8888/
+
+    That's all. Enjoy your journey!
 
 CPU-only and GPU Images
 -----------------------
diff --git a/paddle/scripts/docker/Dockerfile b/paddle/scripts/docker/Dockerfile
index 98eaa15a0fdf206c0a0f23a98ee718d70b34ff4b..fa4aee4f8a92299f3f107ffff9ab6336b6012c0f 100644
--- a/paddle/scripts/docker/Dockerfile
+++ b/paddle/scripts/docker/Dockerfile
@@ -34,6 +34,8 @@ RUN apt-get update && \
 
 # git credential to skip password typing
 RUN git config --global credential.helper store
+# fetch PaddlePaddle book
+RUN git submodule update --init --recursive
 
 # Fix locales to en_US.UTF-8
 RUN localedef -i en_US -f UTF-8 en_US.UTF-8
@@ -60,9 +62,7 @@ RUN sed -ri 's/^PermitRootLogin\s+.*/PermitRootLogin yes/' /etc/ssh/sshd_config
 RUN sed -ri 's/UsePAM yes/#UsePAM yes/g' /etc/ssh/sshd_config
 EXPOSE 22
 
-# Jupyter Notebook directory.
-RUN mkdir /notes/
-WORKDIR "/notes"
+# Jupyter Notebook: Paddle book
 EXPOSE 8888
 
 COPY ./paddle/scripts/docker/entrypoint /opt/bin/
diff --git a/paddle/scripts/docker/Dockerfile.gpu b/paddle/scripts/docker/Dockerfile.gpu
index 4d30ccdd2b5de27c4dfd110537e69c269028ef31..07b32dda754ae160261b47f9e38d5386fa94f090 100644
--- a/paddle/scripts/docker/Dockerfile.gpu
+++ b/paddle/scripts/docker/Dockerfile.gpu
@@ -34,6 +34,8 @@ RUN apt-get update && \
 
 # git credential to skip password typing
 RUN git config --global credential.helper store
+# fetch PaddlePaddle book
+RUN git submodule update --init --recursive
 
 # Fix locales to en_US.UTF-8
 RUN localedef -i en_US -f UTF-8 en_US.UTF-8
@@ -60,9 +62,7 @@ RUN sed -ri 's/^PermitRootLogin\s+.*/PermitRootLogin yes/' /etc/ssh/sshd_config
 RUN sed -ri 's/UsePAM yes/#UsePAM yes/g' /etc/ssh/sshd_config
 EXPOSE 22
 
-# Jupyter Notebook directory.
-RUN mkdir /notes/
-WORKDIR "/notes"
+# Jupyter Notebook: Paddle book
 EXPOSE 8888
 
 COPY ./paddle/scripts/docker/entrypoint /opt/bin/
diff --git a/paddle/scripts/docker/build.sh b/paddle/scripts/docker/build.sh
index d9c44f42340323afb4930dab35114f2adc5fbb3a..b2e6416c3d559135eb4aae19bbc517820a510970 100755
--- a/paddle/scripts/docker/build.sh
+++ b/paddle/scripts/docker/build.sh
@@ -17,7 +17,8 @@ if [[ ${BUILD_AND_INSTALL:-OFF} == 'ON' ]]; then
     fi
 
     mkdir -p /paddle/build # -p means no error if exists
-    cd /paddle/build
+    # clean local cmake and third_party cache
+    cd /paddle/build && rm -rf * && rm -rf ../third_party
     cmake .. \
 	  -DWITH_DOC=${WITH_DOC:-OFF} \
 	  -DWITH_GPU=${WITH_GPU:-OFF} \
diff --git a/paddle/scripts/docker/entrypoint b/paddle/scripts/docker/entrypoint
index 87083467f50acd689ce57b86951f5f7a03c6a58b..cd119917f91ac2e837ccecd92d41eca60772caba 100755
--- a/paddle/scripts/docker/entrypoint
+++ b/paddle/scripts/docker/entrypoint
@@ -4,5 +4,5 @@ LOG=/var/log/all
 touch $LOG
 
 /usr/sbin/sshd -D >> $LOG &
-jupyter notebook --ip=0.0.0.0 /notes/ >> $LOG &
+jupyter notebook --ip=0.0.0.0 /paddle/book/ >> $LOG &
 tail -f $LOG