diff --git a/Dockerfile b/Dockerfile
index c56fa1fb..cbc5290f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,7 +2,7 @@
 ARG BASE_TAG=m46
 ARG TENSORFLOW_VERSION=2.3.1
 
-FROM gcr.io/kaggle-images/python-tensorflow-whl:${TENSORFLOW_VERSION}-py37 as tensorflow_whl
+FROM gcr.io/kaggle-images/python-tensorflow-whl:${TENSORFLOW_VERSION}-py37-2 as tensorflow_whl
 FROM gcr.io/deeplearning-platform-release/base-cpu:${BASE_TAG}
 
 ADD clean-layer.sh  /tmp/clean-layer.sh
diff --git a/gpu.Dockerfile b/gpu.Dockerfile
index 35f78cd4..2c0f2556 100644
--- a/gpu.Dockerfile
+++ b/gpu.Dockerfile
@@ -1,7 +1,7 @@
 ARG BASE_TAG=staging
 
 FROM nvidia/cuda:10.2-cudnn7-devel-ubuntu18.04 AS nvidia
-FROM gcr.io/kaggle-images/python-tensorflow-whl:2.3.1-py37 as tensorflow_whl
+FROM gcr.io/kaggle-images/python-tensorflow-whl:2.3.1-py37-2 as tensorflow_whl
 FROM gcr.io/kaggle-images/python:${BASE_TAG}
 
 ADD clean-layer.sh  /tmp/clean-layer.sh
diff --git a/tensorflow-whl/CHANGELOG.md b/tensorflow-whl/CHANGELOG.md
index ae403d24..bcbe1603 100644
--- a/tensorflow-whl/CHANGELOG.md
+++ b/tensorflow-whl/CHANGELOG.md
@@ -17,4 +17,5 @@
 * `2.2.0-py37`: TensorFlow 2.2.0 with Python 3.7
 * `2.2.0-py37-2`: TensorFlow 2.2.0 with Python 3.7 & TFA
 * `2.3.0-py37`: TensorFlow 2.3.0 with Python 3.7
-* `2.3.1-py37`: TensorFlow 2.3.1 with Python 3.6
\ No newline at end of file
+* `2.3.1-py37`: TensorFlow 2.3.1 with Python 3.7
+* `2.3.1-py37-2`: TensorFlow 2.3.1 & TFA 0.11 with Python 3.7
\ No newline at end of file
diff --git a/tensorflow-whl/Dockerfile b/tensorflow-whl/Dockerfile
index d88604af..ae56e534 100644
--- a/tensorflow-whl/Dockerfile
+++ b/tensorflow-whl/Dockerfile
@@ -87,7 +87,7 @@ RUN pip install /tmp/tensorflow_cpu/tensorflow*.whl
 RUN cd /usr/local/src/ && \
     git clone https://github.com/tensorflow/addons && \
     cd addons && \
-    git checkout tags/v0.10.0 && \
+    git checkout tags/v0.11.2 && \
     python ./configure.py && \
     bazel build --enable_runfiles build_pip_pkg && \
     bazel-bin/build_pip_pkg /tmp/tfa_cpu && \