diff --git a/turing-distribution/Dockerfile b/turing-distribution/Dockerfile
new file mode 100644
index 0000000..8353742
--- /dev/null
+++ b/turing-distribution/Dockerfile
@@ -0,0 +1,26 @@
+ARG TAG_FOR_BASE_SAGEMAKER_IMAGE=1.5.2-cpu
+FROM --platform=linux/amd64 public.ecr.aws/sagemaker/sagemaker-distribution:$TAG_FOR_BASE_SAGEMAKER_IMAGE
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+# Install docker-cli
+COPY docker-cli-install.sh ./
+RUN ./docker-cli-install.sh
+
+# for OpenCV
+RUN sudo apt-get update && \
+    sudo apt-get install -y libopencv-dev && \
+    sudo rm -rf /var/lib/apt/lists/*
+
+# Install poetry to base python
+RUN conda run -n base python -m pip install poetry==1.8.2 
+
+# Add kernel - Python 3.11
+RUN conda create --yes -n py311 python=3.11.8 ipykernel pytorch torchvision -c pytorch && \
+    conda run -n py311 python -m pip install poetry==1.8.2 && \
+    conda run -n py311 python -m ipykernel install --prefix /opt/conda --name "python3.11" --display-name "Python 3.11 (Anaconda)"
+
+# Add kernel - Python 3.12
+RUN conda create --yes -n py312 python=3.12.2 ipykernel pytorch torchvision -c pytorch && \
+    conda run -n py311 python -m pip install poetry==1.8.2 && \
+    conda run -n py312 python -m ipykernel install --prefix /opt/conda --name "python3.12" --display-name "Python 3.12 (Anaconda)"
diff --git a/turing-distribution/docker-cli-install.sh b/turing-distribution/docker-cli-install.sh
new file mode 100755
index 0000000..494f21e
--- /dev/null
+++ b/turing-distribution/docker-cli-install.sh
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+# https://github.com/aws-samples/amazon-sagemaker-local-mode/blob/main/sagemaker_studio_docker_cli_install/sagemaker-distribution-docker-cli-install.sh
+
+sudo apt-get -y install ca-certificates curl gnupg
+
+sudo install -m 0755 -d /etc/apt/keyrings
+curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
+sudo chmod a+r /etc/apt/keyrings/docker.gpg
+echo \
+  "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \
+  $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
+  sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
+sudo apt-get -y update
+
+# pick the latest patch from:
+# apt-cache madison docker-ce | awk '{ print $3 }' | grep -i 20.10
+VERSION_STRING=5:20.10.24~3-0~ubuntu-jammy
+sudo apt-get install docker-ce-cli=$VERSION_STRING docker-compose-plugin -y