diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..713cb20
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,107 @@
+FROM pytorch/pytorch:2.2.2-cuda12.1-cudnn8-devel
+
+# ====================================
+# Build Arguments
+# ====================================
+# Set the timezone (Default: Asia/Seoul)
+ARG TIMEZONE=Asia/Seoul
+# Set the Python version (Default: 3.11.9)
+ARG PYTHON_VERSION=3.11.9
+# Set the Ubuntu APT mirror (Default: http://archive.ubuntu.com/ubuntu)
+ARG UBUNTU_APT_MIRROR=http://archive.ubuntu.com/ubuntu
+# Set the user and group (Default: ubuntu)
+ARG USER=ubuntu
+ARG GROUP=ubuntu
+# Set the user ID and group ID (Default: 1000)
+ARG UID=1000
+ARG GID=1000
+
+# ====================================
+# Environment Variables
+# ====================================
+# VSCode Server - Password
+ENV PASSWORD=password
+# SSH - Public Key (Optional - If you want to use the SSH)
+ENV SSH_PUBLIC_KEY=""
+# User home directory (Default: /home/ubuntu)
+ENV HOME=/home/${USER}
+# Workspace directory (Default: /workspace)
+ENV WORKSPACE=/workspace
+# VSCode Server directory (Default: /workspace/.code-server)
+ENV VSCODE_HOME=${WORKSPACE}/.code-server
+
+# Set the timezone
+RUN ln -sf /usr/share/zoneinfo/${TIMEZONE} /etc/localtime
+
+# Change the apt source
+RUN sed -i 's|http://.*.ubuntu.com/ubuntu/|${UBUNTU_APT_MIRROR}|g' /etc/apt/sources.list
+RUN apt update
+
+# Install dependencies
+RUN apt update
+RUN apt install -y \
+    dumb-init \
+    sudo \
+    curl \
+    htop \
+    git \
+    nano \
+    wget \
+    openssh-server \
+    unzip \
+    software-properties-common \
+    build-essential
+
+# Install Python3.11
+RUN mkdir -p /tmp/python && curl -L https://www.python.org/ftp/python/${PYTHON_VERSION}/Python-${PYTHON_VERSION}.tar.xz | tar -xJ -C /tmp/python
+RUN cd /tmp/python/Python-${PYTHON_VERSION} && ./configure --enable-optimizations && make altinstall && rm -rf /tmp/python
+
+# Install Python packages
+COPY ./requirements.txt /tmp/requirements.txt
+RUN pip install --upgrade pip && pip install -r /tmp/requirements.txt && rm /tmp/requirements.txt
+
+# Create a non-root user
+RUN groupadd -g ${GID} ${GROUP} && \
+    useradd -m -s /bin/bash -u ${UID} -g ${GID} ${USER} && \
+    usermod -aG sudo ${USER} && \
+    echo "${USER} ALL=(ALL) NOPASSWD: ALL" >> /etc/sudoers
+
+RUN mkdir -p ${HOME}/.ssh
+RUN touch ${HOME}/.ssh/authorized_keys
+RUN chown -R ${UID}:${GID} ${HOME}/.ssh
+RUN chmod 700 ${HOME}/.ssh
+RUN chmod 600 ${HOME}/.ssh/authorized_keys
+
+# Disable password authentication
+RUN sed -i 's/#PasswordAuthentication yes/PasswordAuthentication no/' /etc/ssh/sshd_config
+
+# Clean up
+RUN apt clean && rm -rf /var/lib/apt/lists/*
+
+# Set the workspace
+RUN mkdir -p ${WORKSPACE}
+RUN chown -R ${UID}:${GID} ${WORKSPACE} ${HOME}
+
+USER ${USER}
+WORKDIR ${WORKSPACE}
+
+# Install VSCode server
+RUN mkdir -p ${VSCODE_HOME}
+RUN curl -fsSL https://code-server.dev/install.sh | sudo sh
+
+COPY ./entrypoint.sh /entrypoint.sh
+
+EXPOSE 22
+EXPOSE 443
+
+ENTRYPOINT [ \
+    "/entrypoint.sh", \
+    "code-server", \
+    "--bind-addr", "0.0.0.0:443", \
+    "--extensions-dir", "${VSCODE_HOME}/extensions", \
+    "--user-data-dir", "${VSCODE_HOME}/data", \
+    "--disable-telemetry", \
+    "--disable-update-check", \
+    "--disable-crash-reporter", \
+    "." \
+]
\ No newline at end of file
diff --git a/entrypoint.sh b/entrypoint.sh
new file mode 100644
index 0000000..026a74b
--- /dev/null
+++ b/entrypoint.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+echo "${SSH_PUBLIC_KEY}" > ~/.ssh/authorized_keys
+
+if [ ! -z "$SSH_PUBLIC_KEY" ]; then
+    sudo service ssh start;
+fi
+
+dumb-init "$@"
\ No newline at end of file
diff --git a/readme.md b/readme.md
new file mode 100644
index 0000000..853050a
--- /dev/null
+++ b/readme.md
@@ -0,0 +1,59 @@
+# PyTorch VSCode Server with CUDA
+
+Docker images for machine learning development environments using CUDA and PyTorch and for remote development via VSCode and SSH server
+
+## Features
+
+- CUDA 12.1
+- Python 3.11.9
+- PyTorch 2.2.2
+- Code Server
+- SSH Server
+- \+ Other tools (e.g. git, wget, curl, unzip, etc.)
+- \+ Python packages (e.g. numpy, pandas, matplotlib, tensorboard, etc.)
+
+## Usage
+
+```bash
+docker run -d \
+  -p 5443:443 \
+  -p 5022:22 \
+  --gpus '"device=0"' \
+  -e PASSWORD="your_vscode_password" \
+  --name pytorch-vscode-server \
+  ghcr.io/Soju06/pytorch-vscode-server:2.2.2-cuda12.1
+```
+
+- Access VSCode Server: `https://localhost:5443`
+- SSH: `ssh ubuntu@localhost -p 5022 -i ~/.ssh/id_rsa` (only key-based authentication, If you do not set up `SSH_PUBLIC_KEY`, SSH Server will not run.)
+
+If you want to use SSH Server, you need to set `SSH_PUBLIC_KEY` environment variable.
+
+```bash
+docker run -d \
+  -p 5443:443 \
+  -p 5022:22 \
+  --gpus '"device=0"' \
+  -e PASSWORD="your_vscode_password" \
+  -e SSH_PUBLIC_KEY="$(cat ~/.ssh/id_rsa.pub)" \
+  --name pytorch-vscode-server \
+  ghcr.io/Soju06/pytorch-vscode-server:2.2.2-cuda12.1
+```
+
+### Build Arguments
+
+- `TIMEZONE`: Set the timezone. Default is `Asia/Seoul`
+- `PYTHON_VERSION`: Set the Python version. Default is `3.11.9`
+- `UBUNTU_APT_MIRROR`: Set the Ubuntu apt mirror. Default is `http://archive.ubuntu.com/ubuntu`
+- `USER`: Set the user name. Default is `ubuntu`
+- `GROUP`: Set the group name. Default is `ubuntu`
+- `UID`: Set the user id. Default is `1000`
+- `GID`: Set the group id. Default is `1000`
+
+### Environment Variables
+
+- `PASSWORD`: Set the password for VSCode Server. Default is `password`
+- `SSH_PUBLIC_KEY`: Set the public key for SSH Server. Default is empty
+- `HOME`: Set the home directory. Default is `/home/ubuntu`
+- `WORKSPACE`: Set the workspace directory. Default is `/workspace`
+- `VSCODE_HOME`: Set the VSCode Server home directory. Default is `/workspace/.code-server`
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..bc70ab3
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,8 @@
+numpy==1.26.4
+pandas==2.2.2
+matplotlib==3.8.4
+scikit-learn==1.4.2
+opencv-python==4.9.0.80
+jupyterlab==4.1.6
+pillow==10.3.0
+tensorboard==2.16.2
\ No newline at end of file