diff --git a/dl-transfer/Dockerfile b/dl-transfer/Dockerfile
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+++ b/dl-transfer/Dockerfile
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+FROM nvidia/cuda:10.0-cudnn7-devel
+
+LABEL organization="One-Off Coder"
+LABEL email="info@oneoffcoder.com"
+
+ENV DEBIAN_FRONTEND=noninteractive
+ENV CONDA_HOME="/opt/anaconda"
+ENV PATH="${CONDA_HOME}/bin:${PATH}"
+
+# setup environment
+RUN apt-get update -y \
+    && apt-get upgrade -y \
+    && apt-get install wget -y
+
+# setup conda
+RUN wget -q https://repo.anaconda.com/archive/Anaconda3-2019.03-Linux-x86_64.sh -O /tmp/anaconda.sh \
+    && /bin/bash /tmp/anaconda.sh -b -p $CONDA_HOME \
+    && conda install --yes -c pytorch pytorch torchvision cudatoolkit=10.0 \
+    && python -c "from torchvision import models; models.vgg19(pretrained=True)"
+
+# setup app
+COPY . /app
+VOLUME [ "/app/images" ]
+WORKDIR /app
+ENTRYPOINT [ "python", "app.py" ]
+CMD [ "--help" ]
+
+# clean up
+RUN rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
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diff --git a/dl-transfer/README.md b/dl-transfer/README.md
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+++ b/dl-transfer/README.md
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+![One-Off Coder Logo](../logo.png "One-Off Coder")
+
+# Purpose 
+
+This project is an executable container for Neural Style Transfer. At a high level, you supply content and style images as inputs, and the application will mix the style and content to produce a new image that is as faithful as possible to the style in the style image and the content in the content image.
+
+Content Image
+
+![Content Image](image/dancing.jpg "Content Image")
+
+Style Image
+
+![Style Image](image/picasso-01.jpg "Style Image")
+
+Output Image
+
+![Output Image](image/output.jpg "Output Image")
+
+# Docker Hub
+
+[Image](https://hub.docker.com/r/oneoffcoder/dl-transfer)
+
+# Usage
+
+To use the container, type in the following. Note that the `-s` flag specifies the style image and `-c` specifies the content image. By default, an `image/output.jpg` file be created. To control the output image, specify `-o` (e.g. `-o image/final.jpg`).
+
+```bash
+docker run -it \
+    -v `pwd`/image:/app/image \
+    --gpus=all \
+    --shm-size=5g \
+    oneoffcoder/dl-transfer -s image/picasso-01.jpg -c image/dancing.jpg
+
+docker run -it \
+    -v `pwd`/image:/app/image \
+    --gpus=all \
+    --shm-size=5g \
+    dl-transfer:local -s image/picasso-01.jpg -c image/dancing.jpg
+
+docker run -it \
+    -v `pwd`/image:/app/image \
+    --gpus=all \
+    --shm-size=5g \
+    dl-transfer:local -s image/picasso.jpg -c image/dancing.jpg -o image/final.jpg
+```
+
+# Citation
+
+```
+@misc{oneoffcoder_dl_transfer_2019, 
+title={An executable docker container with Neural Style Transfer}, 
+url={https://github.com/oneoffcoder/docker-containers/tree/master/dl-transfer}, 
+journal={GitHub},
+author={One-Off Coder}, 
+year={2020}, 
+month={Jan}}
+```
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diff --git a/dl-transfer/build.sh b/dl-transfer/build.sh
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index 0000000..37bcf22
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+++ b/dl-transfer/build.sh
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+#!/bin/bash
+
+REPOSITORY=dl-transfer
+TAG=local
+
+docker build --no-cache -t $REPOSITORY:$TAG .
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diff --git a/dl-transfer/deploy.sh b/dl-transfer/deploy.sh
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index 0000000..ba404d7
--- /dev/null
+++ b/dl-transfer/deploy.sh
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+#!/bin/bash
+
+ORGANIZATION=oneoffcoder
+REPOSITORY=dl-transfer
+VERSION=0.0.1
+IMAGEID=${REPOSITORY}:local
+
+echo ${IMAGEID}
+
+docker tag ${IMAGEID} ${ORGANIZATION}/${REPOSITORY}:${VERSION}
+docker tag ${IMAGEID} ${ORGANIZATION}/${REPOSITORY}:latest
+
+docker push ${ORGANIZATION}/${REPOSITORY}:${VERSION}
+docker push ${ORGANIZATION}/${REPOSITORY}:latest
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diff --git a/dl-transfer/image/final.jpg b/dl-transfer/image/final.jpg
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Binary files /dev/null and b/dl-transfer/image/final.jpg differ
diff --git a/dl-transfer/image/output.jpg b/dl-transfer/image/output.jpg
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diff --git a/dl-transfer/setup.sh b/dl-transfer/setup.sh
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+++ b/dl-transfer/setup.sh
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+#!/bin/bash
+
+updateAptPackages() {
+    echo "installing packages via APT"
+    apt-get update -y
+    apt-get upgrade -y
+    apt-get install wget -y
+}
+
+installAnaconda() {
+    echo "installing anaconda"
+    wget -q https://repo.anaconda.com/archive/Anaconda3-2019.03-Linux-x86_64.sh -O /tmp/anaconda.sh
+    /bin/bash /tmp/anaconda.sh -b -p $CONDA_HOME
+    rm -fr /tmp/anaconda.sh
+} 
+
+installPytorch() {
+    echo "installing pytorch"
+    conda install --yes \
+        -c pytorch pytorch torchvision cudatoolkit=10.0
+}
+
+downloadModels() {
+    echo "downloading models"
+    declare -a models=("vgg19")
+
+    for model in ${models[@]}; do
+        package="from torchvision import models; models.${model}(pretrained=True)"
+        echo $package
+        python -c "$package"
+    done
+}
+
+updateAptPackages
+installAnaconda
+installPytorch
+downloadModels
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