diff --git a/docker/README.md b/docker/README.md
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--- /dev/null
+++ b/docker/README.md
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+# Zen DNN Docker
+
+## Build - dockerfiles
+
+```
+sudo docker build -f {DOCKER_FILE_NAME}.dockerfile -t {DOCKER_IMAGE_NAME} .
+```
+
+## Run - docker
+
+```
+sudo docker run -it --cap-add=SYS_RAWIO --network host --env DISPLAY=unix$DISPLAY --privileged --volume $XAUTH:/root/.Xauthority --volume /tmp/.X11-unix/:/tmp/.X11-unix {DOCKER_IMAGE_NAME}
+```
diff --git a/docker/zen_dnn_aocc_install.dockerfile b/docker/zen_dnn_aocc_install.dockerfile
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+++ b/docker/zen_dnn_aocc_install.dockerfile
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+# ZenDNN supported OS
+FROM ubuntu:20.04
+
+# Deps Directory
+ENV ZEN_DNN_DEPS_ROOT=/opt/zen-dnn-deps
+WORKDIR $ZEN_DNN_DEPS_ROOT
+
+# set symbolic links to sh to use bash 
+RUN rm /bin/sh && ln -s /bin/bash /bin/sh
+
+# Update Docker Image
+RUN apt-get update -y
+
+# install base dependencies
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install gcc g++ cmake pkg-config git sudo wget
+
+# install ZEN DNN Deps - AOCC & AOCL
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install wget unzip python3-dev dmidecode && \
+	wget https://developer.amd.com/wordpress/media/files/aocl-linux-aocc-3.0-6.tar.gz && \
+	tar -xvf aocl-linux-aocc-3.0-6.tar.gz && cd aocl-linux-aocc-3.0-6/ && \
+	tar -xvf aocl-blis-linux-aocc-3.0-6.tar.gz && cd ../ && \
+	wget  https://developer.amd.com/wordpress/media/files/aocc-compiler-3.2.0.tar && \
+	tar -xvf aocc-compiler-3.2.0.tar && cd aocc-compiler-3.2.0 && bash install.sh
+
+# Install Zen DNN required Packages
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install numactl libnuma-dev hwloc
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install hwloc-nox ccache libopenblas-dev
+
+# set environment variable
+ENV ZENDNN_AOCC_COMP_PATH=$ZEN_DNN_DEPS_ROOT/aocc-compiler-3.2.0
+ENV ZENDNN_BLIS_PATH=$ZEN_DNN_DEPS_ROOT/aocl-linux-aocc-3.0-6/amd-blis
+ENV ZENDNN_LIBM_PATH=/usr/lib/x86_64-linux-gnu
+
+# Working Directory
+ENV ZEN_DNN_WORKING_ROOT=/workspace
+WORKDIR $ZEN_DNN_WORKING_ROOT
+
+# set OMP variables
+RUN echo "export OMP_NUM_THREADS=$(grep -c ^processor /proc/cpuinfo)" >> ~/.profile
+RUN echo "export GOMP_CPU_AFFINITY=\"0-$(grep ^cpu\\scores /proc/cpuinfo | uniq |  awk '{print $4}')\"" >> ~/.profile
+
+# set environment variable
+ENV ZENDNN_GIT_ROOT=$ZEN_DNN_WORKING_ROOT/ZenDNN
+
+# install Zen DNN
+RUN DEBIAN_FRONTEND=noninteractive git clone https://github.com/amd/ZenDNN.git && cd ZenDNN && make clean && \
+	source scripts/zendnn_aocc_build.sh
+
+ENTRYPOINT source ~/.profile && /bin/bash