diff --git a/tensorflow/tools/dockerfiles/dockerfiles/cpu-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/cpu-jupyter.Dockerfile
index 22b2d51836b..8bfe02f2ba2 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/cpu-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/cpu-jupyter.Dockerfile
@@ -64,8 +64,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/devel-cpu-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/devel-cpu-jupyter.Dockerfile
index 4728a4c3086..83613437841 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/devel-cpu-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/devel-cpu-jupyter.Dockerfile
@@ -117,8 +117,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/devel-gpu-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/devel-gpu-jupyter.Dockerfile
index 1006b85ac7f..ccc14c46002 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/devel-gpu-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/devel-gpu-jupyter.Dockerfile
@@ -152,8 +152,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/gpu-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/gpu-jupyter.Dockerfile
index c61d79858d9..aad1a8e29e3 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/gpu-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/gpu-jupyter.Dockerfile
@@ -105,8 +105,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/cpu-ppc64le-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/cpu-ppc64le-jupyter.Dockerfile
index e8fe0580a35..550309bf55e 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/cpu-ppc64le-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/cpu-ppc64le-jupyter.Dockerfile
@@ -82,8 +82,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-cpu-ppc64le-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-cpu-ppc64le-jupyter.Dockerfile
index ca636556469..2f251593afb 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-cpu-ppc64le-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-cpu-ppc64le-jupyter.Dockerfile
@@ -118,8 +118,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-gpu-ppc64le-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-gpu-ppc64le-jupyter.Dockerfile
index a2c6b649302..851cffb1a7c 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-gpu-ppc64le-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/devel-gpu-ppc64le-jupyter.Dockerfile
@@ -153,8 +153,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/gpu-ppc64le-jupyter.Dockerfile b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/gpu-ppc64le-jupyter.Dockerfile
index cc82e0c25e9..5071a185ddb 100644
--- a/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/gpu-ppc64le-jupyter.Dockerfile
+++ b/tensorflow/tools/dockerfiles/dockerfiles/ppc64le/gpu-ppc64le-jupyter.Dockerfile
@@ -123,8 +123,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/partials/jupyter.partial.Dockerfile b/tensorflow/tools/dockerfiles/partials/jupyter.partial.Dockerfile
index c056d915d65..9f00199dd52 100644
--- a/tensorflow/tools/dockerfiles/partials/jupyter.partial.Dockerfile
+++ b/tensorflow/tools/dockerfiles/partials/jupyter.partial.Dockerfile
@@ -6,8 +6,8 @@ RUN mkdir -p /tf/tensorflow-tutorials && chmod -R a+rwx /tf/
 RUN mkdir /.local && chmod a+rwx /.local
 RUN apt-get install -y --no-install-recommends wget
 WORKDIR /tf/tensorflow-tutorials
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_classification.ipynb
-RUN wget https://raw.githubusercontent.com/tensorflow/docs/master/site/en/tutorials/keras/basic_text_classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/classification.ipynb
+RUN wget https://raw.githubusercontent.com/tensorflow/docs/r2.0/site/en/tutorials/keras/text_classification.ipynb
 COPY readme-for-jupyter.md README.md
 RUN apt-get autoremove -y && apt-get remove -y wget
 WORKDIR /tf
diff --git a/tensorflow/tools/dockerfiles/spec.yml b/tensorflow/tools/dockerfiles/spec.yml
index 79fb7785d8f..d83b0f8f7de 100644
--- a/tensorflow/tools/dockerfiles/spec.yml
+++ b/tensorflow/tools/dockerfiles/spec.yml
@@ -63,7 +63,7 @@ slice_sets:
     py:
         - add_to_name: ""
           args:
-              - USE_PYTHON_3_NOT_2=
+              - USE_PYTHON_3_NOT_2=1
         - add_to_name: "-py3"
           args:
               - USE_PYTHON_3_NOT_2=1