diff --git a/README.md b/README.md
index 147a6ef..8a14a0d 100644
--- a/README.md
+++ b/README.md
@@ -72,7 +72,7 @@ working, the following commands will compile and run the tests.
 ```
 git clone --recursive https://github.com/tensorflow/haskell.git tensorflow-haskell
 cd tensorflow-haskell
-docker build -t tensorflow/haskell:2.3.0 docker
+docker build -t tensorflow/haskell:2.10.1 docker
 # TODO: move the setup step to the docker script.
 stack --docker setup
 stack --docker test
@@ -90,7 +90,7 @@ stack --docker build --exec Main
 If you want to use GPU you can do:
 
 ```
-IMAGE_NAME=tensorflow/haskell:2.3.0-gpu
+IMAGE_NAME=tensorflow/haskell:2.10.1-gpu
 docker build -t $IMAGE_NAME docker/gpu
 # TODO: move the setup step to the docker script.
 stack --docker --docker-image=$IMAGE_NAME setup
diff --git a/ci_build/Dockerfile b/ci_build/Dockerfile
index fcf33f0..9928e7e 100644
--- a/ci_build/Dockerfile
+++ b/ci_build/Dockerfile
@@ -3,7 +3,7 @@
 # stack to be installed on the host.  This comes at the expense of
 # flexibility.
 
-FROM tensorflow/tensorflow:2.3.0
+FROM tensorflow/tensorflow:2.10.1
 LABEL maintainer="TensorFlow authors <tensorflow-haskell@googlegroups.com>"
 
 # The build context directory is the top of the tensorflow-haskell
@@ -36,8 +36,8 @@ RUN \
     curl -O -L https://github.com/google/protobuf/releases/download/v3.13.0/protoc-3.13.0-linux-x86_64.zip && \
     unzip -d /usr/local protoc-3.13.0-linux-x86_64.zip bin/protoc && \
     chmod 755 /usr/local/bin/protoc && \
-    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz && \
-    tar zxf libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz -C /usr/local && \
+    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.10.1.tar.gz && \
+    tar zxf libtensorflow-cpu-linux-x86_64-2.10.1.tar.gz -C /usr/local && \
     ldconfig && \
     stack setup && \
     stack test --only-dependencies
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 28962fd..32898a0 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,6 +1,6 @@
 # Prepare the image with:
-#   docker build -t tensorflow/haskell:2.3.0 docker
-FROM tensorflow/tensorflow:2.3.0
+#   docker build -t tensorflow/haskell:2.10.1 docker
+FROM tensorflow/tensorflow:2.10.1
 LABEL maintainer="TensorFlow authors <tensorflow-haskell@googlegroups.com>"
 
 RUN apt-get update
@@ -31,8 +31,8 @@ RUN \
     curl -O -L https://github.com/google/protobuf/releases/download/v3.13.0/protoc-3.13.0-linux-x86_64.zip && \
     unzip -d /usr/local protoc-3.13.0-linux-x86_64.zip bin/protoc && \
     chmod 755 /usr/local/bin/protoc && \
-    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz && \
-    tar zxf libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz -C /usr/local && \
+    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.10.1.tar.gz && \
+    tar zxf libtensorflow-cpu-linux-x86_64-2.10.1.tar.gz -C /usr/local && \
     ldconfig
 
 ENV LANG en_US.UTF-8
diff --git a/docker/gpu/Dockerfile b/docker/gpu/Dockerfile
index d9ede22..3836d56 100644
--- a/docker/gpu/Dockerfile
+++ b/docker/gpu/Dockerfile
@@ -1,6 +1,6 @@
 # Prepare the image with:
-#   docker build -t tensorflow/haskell:2.3.0-gpu docker/gpu
-FROM tensorflow/tensorflow:2.3.0-gpu
+#   docker build -t tensorflow/haskell:2.10.1-gpu docker/gpu
+FROM tensorflow/tensorflow:2.10.1-gpu
 LABEL maintainer="TensorFlow authors <tensorflow-haskell@googlegroups.com>"
 
 RUN apt-get update
@@ -31,8 +31,8 @@ RUN \
     curl -O -L https://github.com/google/protobuf/releases/download/v3.13.0/protoc-3.13.0-linux-x86_64.zip && \
     unzip -d /usr/local protoc-3.13.0-linux-x86_64.zip bin/protoc && \
     chmod 755 /usr/local/bin/protoc && \
-    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.3.0.tar.gz && \
-    tar zxf libtensorflow-gpu-linux-x86_64-2.3.0.tar.gz -C /usr/local && \
+    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.10.1.tar.gz && \
+    tar zxf libtensorflow-gpu-linux-x86_64-2.10.1.tar.gz -C /usr/local && \
     ldconfig
 
 ENV LANG en_US.UTF-8
diff --git a/stack.yaml b/stack.yaml
index 3aac861..ad081dd 100644
--- a/stack.yaml
+++ b/stack.yaml
@@ -29,7 +29,7 @@ extra-include-dirs:
 
 docker:
     enable: false
-    image: tensorflow/haskell:2.3.0
+    image: tensorflow/haskell:2.10.1
 
 nix:
     enable: false