diff --git a/Dockerfile.aarch64 b/Dockerfile.aarch64
new file mode 100644
index 0000000..f6dc3f1
--- /dev/null
+++ b/Dockerfile.aarch64
@@ -0,0 +1,48 @@
+FROM arm64v8/ubuntu:20.04 as base
+ENV DEBIAN_FRONTEND=noninteractive
+# See http://bugs.python.org/issue19846
+ENV LANG C.UTF-8
+# https://github.com/tensorflow/tensorflow/tree/master/tensorflow/tools/dockerfiles/dockerfiles
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+# Install apt dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    python3 \
+    python3-pip \
+    python3-dev \
+    build-essential \
+    protobuf-compiler \
+    wget \
+    curl \
+    git \
+    gpg-agent \
+    gnupg \
+    libgl1 \
+    libglib2.0-0 \
+    unzip \
+    libstdc++6 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    ln -s $(which python3) /usr/local/bin/python
+
+# Update pip/setuptools
+RUN python3 -m pip --no-cache-dir install --upgrade \
+    pip \
+    setuptools
+
+# Install dependancies for Tensorflow
+ADD tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_aarch64.whl /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_aarch64.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_aarch64.whl && rm /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_aarch64.whl
+ADD tensorflow_io-0.23.1-cp38-cp38-linux_aarch64.whl /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_aarch64.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_aarch64.whl && rm /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_aarch64.whl
+
+# Install Tensorflow
+ADD tensorflow-2.7.0-cp38-none-linux_aarch64.whl /tmp/tensorflow-2.7.0-cp38-none-linux_aarch64.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow-2.7.0-cp38-none-linux_aarch64.whl && rm /tmp/tensorflow-2.7.0-cp38-none-linux_aarch64.whl
+
+# Some TF tools expect a "python" binary
+RUN ln -s $(which python3) /usr/local/bin/python
+
+ADD https://raw.githubusercontent.com/tensorflow/tensorflow/master/tensorflow/tools/dockerfiles/bashrc /etc/bash.bashrc
+RUN chmod a+rwx /etc/bash.bashrc
diff --git a/Dockerfile.armv7l b/Dockerfile.armv7l
new file mode 100644
index 0000000..991cfbf
--- /dev/null
+++ b/Dockerfile.armv7l
@@ -0,0 +1,58 @@
+FROM arm32v7/ubuntu:20.04 as base
+ENV DEBIAN_FRONTEND=noninteractive
+# See http://bugs.python.org/issue19846
+ENV LANG C.UTF-8
+# https://github.com/tensorflow/tensorflow/tree/master/tensorflow/tools/dockerfiles/dockerfiles
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+# Install apt dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    python3 \
+    python3-pip \
+    python3-dev \
+    build-essential \
+    protobuf-compiler \
+    wget \
+    curl \
+    git \
+    gpg-agent \
+    gnupg \
+    libgl1 \
+    libglib2.0-0 \
+    unzip \
+    libstdc++6 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    ln -s $(which python3) /usr/local/bin/python
+
+# Update pip/setuptools
+RUN python3 -m pip --no-cache-dir install --upgrade \
+    pip \
+    setuptools
+
+# Install tensorflow python dependencies for which there are good packages.
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    python3-h5py && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# No good libclang wheel is available for armv7l which is required for tensorflow
+ADD libclang-12.0.0-py2.py3-none-linux_armv7l.whl /tmp/libclang-12.0.0-py2.py3-none-linux_armv7l.whl
+RUN python3 -m pip install --no-cache-dir /tmp/libclang-12.0.0-py2.py3-none-linux_armv7l.whl && rm /tmp/libclang-12.0.0-py2.py3-none-linux_armv7l.whl
+
+# Install dependancies for Tensorflow
+ADD tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_armv7l.whl /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_armv7l.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_armv7l.whl && rm /tmp/tensorflow_io_gcs_filesystem-0.23.1-cp38-cp38-linux_armv7l.whl
+ADD tensorflow_io-0.23.1-cp38-cp38-linux_armv7l.whl /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_armv7l.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_armv7l.whl && rm /tmp/tensorflow_io-0.23.1-cp38-cp38-linux_armv7l.whl
+
+# Install Tensorflow
+ADD tensorflow-2.7.0-cp38-none-linux_armv7l.whl /tmp/tensorflow-2.7.0-cp38-none-linux_armv7l.whl
+RUN python3 -m pip install --no-cache-dir /tmp/tensorflow-2.7.0-cp38-none-linux_armv7l.whl && rm /tmp/tensorflow-2.7.0-cp38-none-linux_armv7l.whl
+
+# Some TF tools expect a "python" binary
+RUN ln -s $(which python3) /usr/local/bin/python
+
+ADD https://raw.githubusercontent.com/tensorflow/tensorflow/master/tensorflow/tools/dockerfiles/bashrc /etc/bash.bashrc
+RUN chmod a+rwx /etc/bash.bashrc
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..5b3fa26
--- /dev/null
+++ b/README.md
@@ -0,0 +1,65 @@
+# TENSORFLOW-ON-ARM
+
+This is my attempt to build a recent Tensorflow wheel and Docker image compatible with ARM32 and ARM64 devices. 
+
+- Tensorflow v2.7.0
+
+## Compiling Tensorflow Wheel
+I checked out the Tensorflow source at version 2.7.0 and I had to edit the file `tensorflow/tools/ci_build/pi/build_raspberry_pi.sh` and insert on line 99 to add an ARMHF target.
+```
+elif [[ $1 == "ARMHF" ]]; then
+  PI_COPTS="--config=elinux_armhf
+  --copt=-std=gnu11
+  --copt=-O3"
+  WHEEL_ARCH=linux_armv7l
+```
+I also removed the `--config=monolithic` option from the bazel build command around line 126.
+After that I was able to cross compile the `aarch64` and `armv7l` wheels with the commands:
+
+```
+$ tensorflow/tools/ci_build/ci_build.sh PI-PYTHON38 \
+    tensorflow/tools/ci_build/pi/build_raspberry_pi.sh AARCH64
+$ tensorflow/tools/ci_build/ci_build.sh PI-PYTHON38 \
+    tensorflow/tools/ci_build/pi/build_raspberry_pi.sh ARMHF
+```
+After running the command there was working python whl and library in the `output-artifacts` directory.
+
+I renamed the armhf output wheel from `tensorflow-2.7.0-cp38-none-linux_armhf.whl` to `tensorflow-2.7.0-cp38-none-linux_armv7l.whl` to ensure it matched the hardware architecture and would be installed by python.
+
+# Tensorflow IO
+Tensorflow IO is required in order to install the Tensorflow wheel. There seems to be a chicken-egg problem 
+with creating a Tensorflow IO wheel. The Tensorflow Wheel won't install without TensorflowIO but TensorflowIO 
+won't compile without Tensorflow installed. 
+
+I was able to work around this by installing just the python portion of Tensorflow IO. I had to actually
+run this on ARM devices to get Tensorflow IO to compile. (QEMU segfaulted)
+
+```
+$ git clone https://github.com/tensorflow/io.git
+$ cd io
+$ git checkout v0.23.1
+$ python3 setup.py install # Install just the python code
+$ python3 -m pip install tensorflow-2.7.0-cp38-none-linux_<arch>.whl # Install tensorflow wheel
+```
+
+From there I compiled Tensorflow IO with
+```
+$ export SETUPTOOLS_USE_DISTUTILS=stdlib # Needed to overcome some strange error with python deps
+# ./configure
+$ bazel build -s --verbose_failures --local_ram_resources=HOST_RAM*.4 --local_cpu_resources=2 //tensorflow_io/... //tensorflow_io_gcs_filesystem/...
+$ python3 setup.py bdist_wheel --data bazel-bin
+$ python3 setup.py --project tensorflow_io_gcs_filesystem bdist_wheel --data bazel-bin
+```
+
+These wheels are included in this repo as well.
+
+## Docker Image
+The Dockerfiles for `aarch64` and `armv7l` are slightly different as each had packages the other architecture didn't.
+
+I build them with docker buildx
+
+```
+docker run --rm --privileged multiarch/qemu-user-static --reset -p yes
+docker buildx build --push --platform linux/arm/v7 -f Dockerfile.armv7l docker.io/snowzach/tensorflow:2.7.0-armv7l .
+docker buildx build --push --platform linux/arm64/v8 --tag docker.io/snowzach/tensorflow:2.7.0-aarch64 -f Dockerfile.aarch64 .
+```