diff --git a/README.md b/README.md
index a4cfc84..dfeef1c 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,9 @@ The collection includes roles for user initialization, server hardening, Postgre
 9. **Update Web App** 🔄
    - Updates and manages a Django web application by fetching the latest changes from the Git repository, installing dependencies, collecting static files, and applying database migrations.
 
+10. **Cuda Support** 🔄
+   - Sets up Cuda on a GPU-enabled Ubuntu instance and (optionally) install pytroch and/or tensorflow, as well as, DeepLabCut.
+
 ## Usage
 
 To use this collection, include the desired roles in your playbook. Below is an example of how to use multiple roles from this collection:
diff --git a/roles/cudaSupport/README.md b/roles/cudaSupport/README.md
new file mode 100644
index 0000000..71999f9
--- /dev/null
+++ b/roles/cudaSupport/README.md
@@ -0,0 +1,34 @@
+# Ansible Role: cudaSupport
+
+
+## Role Variables
+
+- `scripts_repo_url`:
+- `scripts_repo_branch`:
+- `scripts_repo_dest`:
+
+...
+
+## Role: TigerVNC Server Setup
+
+### Overview
+
+This Ansible role automates the installation and configuration of the TigerVNC server on an Ubuntu machine. It is designed to set up a graphical desktop environment that allows users to connect remotely via VNC (Virtual Network Computing). The role ensures that the specified user can access the machine's desktop environment securely and efficiently.
+
+### Features
+
+- **Install TigerVNC Server**: Installs the `tigervnc-standalone-server` package, enabling VNC functionality on the machine.
+- **Install Desktop Environment**: Installs the XFCE desktop environment along with necessary components to provide a lightweight and user-friendly interface.
+- **User Configuration**: Creates a VNC password for the specified user, ensuring secure access to the VNC session.
+- **Startup Script**: Configures a startup script that initializes the XFCE desktop environment when the VNC server starts.
+- **Systemd Service**: Sets up a systemd service to manage the VNC server, ensuring it starts automatically on boot and can be easily controlled.
+- **Customizable**: Allows customization of the VNC password and the username through variables, making it adaptable to different environments.
+
+### Usage
+
+To use this role, define the following variables in your playbook or inventory:
+
+- `new_username`: The username of the user who will connect via VNC.
+- `vault_vnc_password`: The password for the VNC session (should be stored in a vault).
+
+Run the role against your target Ubuntu machine to set up the TigerVNC server and enable remote desktop access for the specified user.
diff --git a/roles/cudaSupport/defaults/main.yml b/roles/cudaSupport/defaults/main.yml
new file mode 100644
index 0000000..dac0688
--- /dev/null
+++ b/roles/cudaSupport/defaults/main.yml
@@ -0,0 +1,11 @@
+---
+python_version: "3.10"  # Is required for DeepLabCut 2.x
+cuda_version: "12.4"
+nvidia_driver_version: ""  # Leave empty to use the recommended version
+pytorch_version: "2.1.5"  # Specify the default PyTorch version
+tensorflow_version: "2.10"  # Last version supported for DLC 2.x
+new_username: "ml_user"  # Specify the new username
+conda_env_name: "ml_env"  # Specify the name of the Conda environment
+additional_packages: []  # List of additional Python packages to install
+ml_backend: ['tensorflow', 'pytorch']  # determines what backend to use
+dlc_branch: "v2.3.10"  # "pytorch_dlc"  # What verion of DeepLabCut to install 
diff --git a/roles/cudaSupport/handlers/main.yml b/roles/cudaSupport/handlers/main.yml
new file mode 100644
index 0000000..b3dfc70
--- /dev/null
+++ b/roles/cudaSupport/handlers/main.yml
@@ -0,0 +1,4 @@
+---
+- name: Reload systemd
+  systemd:
+    daemon_reload: yes
diff --git a/roles/cudaSupport/tasks/checkout_scripts.yml b/roles/cudaSupport/tasks/checkout_scripts.yml
new file mode 100644
index 0000000..c7e7d5c
--- /dev/null
+++ b/roles/cudaSupport/tasks/checkout_scripts.yml
@@ -0,0 +1,17 @@
+---
+- name: Checkout the Git repository
+  git:
+    repo: "{{ scripts_repo_url }}"  # URL of the Git repository
+    dest: "{{ scripts_repo_dest }}"  # Destination path for the repository
+    version: "{{ scripts_repo_branch }}"  # Branch to check out
+    force: yes
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Install additional dependencies from requirements.txt
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda run -n {{ conda_env_name }} pip install -r requirements.txt
+  args:
+    chdir: "{{ scripts_repo_dest }}"
+  become: yes
+  become_user: "{{ new_username }}"
diff --git a/roles/cudaSupport/tasks/install_DeepLabCut.yml b/roles/cudaSupport/tasks/install_DeepLabCut.yml
new file mode 100644
index 0000000..c42a46e
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_DeepLabCut.yml
@@ -0,0 +1,45 @@
+---
+- name: Install Qt Creator and development packages
+  apt:
+    name:
+      - qtcreator
+      - qtbase5-dev
+      - qt5-qmake
+      - cmake
+    state: present
+    update_cache: yes
+  become: yes
+
+- name: Install dependencies DeepLabCut
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda install -n {{ conda_env_name }} -c conda-forge pytables==3.8.0 -y
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Activate Conda environment and install pip
+  command: |
+    /home/{{ new_username }}/miniconda/bin/conda install -y pip
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: "Install DeepLabCut {{ dlc_branch }}"
+  command: |
+    /home/{{ new_username }}/miniconda/bin/conda run -n {{ conda_env_name }} pip install "deeplabcut[gui,modelzool,wandb] @ git+https://github.com/DeepLabCut/DeepLabCut.git@{{ dlc_branch }}"
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+  when: "'tensorflow' not in ml_backend"
+
+- name: "Install DeepLabCut {{ dlc_branch }} with TensorFlow support"
+  command: |
+    /home/{{ new_username }}/miniconda/bin/conda run -n {{ conda_env_name }} pip install "deeplabcut[gui,modelzoo,tf] @ git+https://github.com/DeepLabCut/DeepLabCut.git@{{ dlc_branch }}"
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+  when: "'tensorflow' in ml_backend"
diff --git a/roles/cudaSupport/tasks/install_cuda.yml b/roles/cudaSupport/tasks/install_cuda.yml
new file mode 100644
index 0000000..96615d5
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_cuda.yml
@@ -0,0 +1,42 @@
+---
+- name: Add NVIDIA PPA
+  apt_repository:
+    repo: ppa:graphics-drivers/ppa
+    state: present
+  become: yes
+
+- name: Update apt cache
+  apt:
+    update_cache: yes
+  become: yes
+
+- name: Install ubuntu-drivers tool
+  apt:
+    name: "ubuntu-drivers-common"
+    state: present
+  become: yes
+
+- name: Detect recommended NVIDIA driver version
+  command: ubuntu-drivers devices
+  register: nvidia_driver_info
+  become: yes
+
+- name: Set NVIDIA driver version variable
+  set_fact:
+    # nvidia_driver_version: "{{ item | regex_search('nvidia-driver-(\\d+)') }}"
+    nvidia_driver_version: "{{ item | regex_search('nvidia-driver-(\\d+)') | regex_replace('nvidia-driver-', '') }}"
+  loop: "{{ nvidia_driver_info.stdout_lines }}"
+  when: "'recommended' in item"
+
+- name: Install NVIDIA driver
+  apt:
+    name: "{{ 'nvidia-driver-' + nvidia_driver_version if nvidia_driver_version else 'nvidia-driver-{{ nvidia_driver_version }}' }}"
+    state: present
+  when: nvidia_driver_version is defined or nvidia_driver_version == ""
+  become: yes
+
+- name: Reboot the server if required
+  reboot:
+    msg: "Rebooting after NVIDIA driver installation."
+  when: nvidia_driver_version is defined or nvidia_driver_version == ""
+  become: yes
diff --git a/roles/cudaSupport/tasks/install_python.yml b/roles/cudaSupport/tasks/install_python.yml
new file mode 100644
index 0000000..1f933be
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_python.yml
@@ -0,0 +1,20 @@
+---
+- name: Add Snakeoil PPA for recent Python versions
+  apt_repository:
+    repo: ppa:deadsnakes/ppa
+    state: present
+  become: yes
+
+- name: Update apt cache
+  apt:
+    update_cache: yes
+  become: yes
+
+- name: "Install Python {{ python_version }} and the venv package"
+  apt:
+    name: 
+      - "python{{ python_version }}"
+      - "python{{ python_version }}-dev"
+      - "python{{ python_version }}-venv"
+    state: present
+  become: yes
diff --git a/roles/cudaSupport/tasks/install_pytorch.yml b/roles/cudaSupport/tasks/install_pytorch.yml
new file mode 100644
index 0000000..d1eecb2
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_pytorch.yml
@@ -0,0 +1,34 @@
+---
+- name: Install PyTorch in the Conda environment for the new user
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda install -n {{ conda_env_name }} pytorch=={{ pytorch_version }} torchvision torchaudio pytorch-cuda={{ cuda_version }} -c pytorch -c nvidia -y
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+    
+- name: Check for PyTorch installation with Conda
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda list torch
+  register: conda_check
+  become: yes
+  become_user: "{{ new_username }}"
+  ignore_errors: yes  # Ignore errors if PyTorch is not installed
+
+- name: Display PyTorch version
+  debug:
+    msg: "PyTorch is installed. Version: {{ conda_check.stdout }}"
+  when: conda_check.rc == 0  # Only run if the command was successful
+
+- name: Raise an error if PyTorch is not installed
+  fail:
+    msg: "PyTorch is not installed in the Conda environment."
+  when: conda_check.rc != 0  # Only run if the command failed
+
+- name: Install additional packages in the Conda environment for the new user
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda install -n {{ conda_env_name }} {{ item }} -y
+  loop: "{{ additional_packages }}"
+  when: additional_packages | length > 0
+  become: yes
+  become_user: "{{ new_username }}"
diff --git a/roles/cudaSupport/tasks/install_tensorflow.yml b/roles/cudaSupport/tasks/install_tensorflow.yml
new file mode 100644
index 0000000..a2a8bef
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_tensorflow.yml
@@ -0,0 +1,43 @@
+---
+- name: Check for NVIDIA GPU
+  command: nvidia-smi
+  register: nvidia_smi_check
+  ignore_errors: yes
+
+- name: Set TensorFlow package based on GPU presence
+  set_fact:
+    tensorflow_package: "{{ 'tensorflow_gpu' if nvidia_smi_check.rc == 0 else 'tensorflow' }}"
+
+- name: "Install TensorFlow {{ tensorflow_version }} in the Conda environment for the new user"
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda install -n {{ conda_env_name }} {{ tensorflow_package }}=={{ tensorflow_version }} -y
+  args:
+    chdir: /home/{{ new_username }}/miniconda
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Check for TensorFlow installation with Conda
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda list {{ tensorflow_package }}
+  register: conda_check
+  become: yes
+  become_user: "{{ new_username }}"
+  ignore_errors: yes  # Ignore errors if TensorFlow is not installed
+
+- name: Display TensorFlow version
+  debug:
+    msg: "{{ tensorflow_package | capitalize }} is installed. Version: {{ conda_check.stdout }}"
+  when: conda_check.rc == 0  # Only run if the command was successful
+
+- name: Raise an error if TensorFlow is not installed
+  fail:
+    msg: "{{ tensorflow_package | capitalize }} is not installed in the Conda environment."
+  when: conda_check.rc != 0  # Only run if the command failed
+
+- name: Install additional packages in the Conda environment for the new user
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda install -n {{ conda_env_name }} {{ item }} -y
+  loop: "{{ additional_packages }}"
+  when: additional_packages | length > 0
+  become: yes
+  become_user: "{{ new_username }}"
diff --git a/roles/cudaSupport/tasks/install_tigervnc.yml b/roles/cudaSupport/tasks/install_tigervnc.yml
new file mode 100644
index 0000000..1e518b9
--- /dev/null
+++ b/roles/cudaSupport/tasks/install_tigervnc.yml
@@ -0,0 +1,111 @@
+---
+- name: Update apt cache
+  apt:
+    update_cache: yes
+  become: yes
+
+- name: Install required packages
+  apt:
+    name:
+      - xfce4
+      - xfce4-goodies
+      - tigervnc-standalone-server
+      - tigervnc-xorg-extension 
+    state: present
+  become: yes
+
+- name: Ensure the .vnc directory exists
+  file:
+    path: /home/{{ new_username }}/.vnc
+    state: directory
+    mode: '0755'  # Set permissions for the directory
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Create VNC password file
+  shell: echo "{{ vault_vnc_password }}" | vncpasswd -f > /home/{{ new_username }}/.vnc/passwd
+  args:
+    creates: /home/{{ new_username }}/.vnc/passwd
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Set permissions for VNC password file
+  file:
+    path: /home/{{ new_username }}/.vnc/passwd
+    owner: "{{ new_username }}"
+    group: "{{ new_username }}"
+    mode: '0600'
+  become: yes
+
+- name: Create VNC startup script
+  copy:
+    dest: /home/{{ new_username }}/.vnc/xstartup
+    content: |
+      #!/bin/sh
+      unset SESSION_MANAGER
+      unset DBUS_SESSION_BUS_ADDRESS
+      startxfce4
+    mode: '0755'
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Create VNC service file
+  copy:
+    dest: /etc/systemd/system/vncserver@.service
+    content: |
+      [Unit]
+      Description=Start TigerVNC server at startup
+      After=syslog.target network.target
+
+      [Service]
+      Type=simple
+      User={{ new_username }}
+      Group={{ new_username }}
+      WorkingDirectory=/home/{{ new_username }}
+
+      PIDFile=/home/{{ new_username }}/.vnc/%H:590%i.pid
+      ExecStartPre=-/bin/sh -c "/usr/bin/vncserver -kill :%i > /dev/null 2>&1"
+      ExecStart=/usr/bin/vncserver -fg -depth 24 -geometry 1920x1080 -localhost no :%i
+      ExecStop=/usr/bin/vncserver -kill :%i
+
+      [Install]
+      WantedBy=multi-user.target
+  become: yes
+
+- name: Reload systemd daemons
+  command: systemctl daemon-reload
+  become: yes
+
+- name: Enable VNC server service
+  systemd:
+    name: vncserver@1.service
+    enabled: yes
+    state: started
+  become: yes
+
+- name: Kill any existing VNC servers
+  command: vncserver -kill :*
+  become: yes
+  ignore_errors: yes
+
+- name: Start VNC server service
+  systemd:
+    name: vncserver@1.service
+    state: started
+  become: yes
+
+- name: Check the status of the VNC server service
+  command: systemctl status vncserver@1
+  register: vnc_status
+  become: yes
+
+- name: Display VNC server status
+  debug:
+    var: vnc_status.stdout_lines
+
+- name: Open VNC port in UFW
+  ufw:
+    rule: allow
+    port: '5901'  # Adjust this if using a different display number
+    proto: 'tcp'
+  become: yes
diff --git a/roles/cudaSupport/tasks/main.yml b/roles/cudaSupport/tasks/main.yml
new file mode 100644
index 0000000..309deb7
--- /dev/null
+++ b/roles/cudaSupport/tasks/main.yml
@@ -0,0 +1,34 @@
+---
+- name: Update and Reboot if Kernel is Updated
+  include_tasks: update_and_reboot.yml
+
+- name: Install NVIDIA Driver and CUDA Toolkit
+  include_tasks: install_cuda.yml
+
+- name: Install Python
+  include_tasks: install_python.yml
+
+- name: Prepare Environment
+  include_tasks: prepare_environment.yml
+
+# - name: Install PyTorch
+#   include_tasks: install_pytorch.yml
+#
+# - name: Install TensorFlow
+#   include_tasks: install_tensorflow.yml
+- name: Install TensorFlow if specified
+  include_tasks: install_tensorflow.yml
+  when: "'tensorflow' in ml_backend"
+
+- name: Install PyTorch if specified
+  include_tasks: install_pytorch.yml
+  when: "'pytorch' in ml_backend"
+
+- name: Install DeepLabCut
+  include_tasks: install_DeepLabCut.yml
+
+- name: Fetching Scripts
+  include_tasks: checkout_scripts.yml
+
+- name: Installing TigerVNC for remote access
+  include_tasks: install_tigervnc.yml
diff --git a/roles/cudaSupport/tasks/prepare_environment.yml b/roles/cudaSupport/tasks/prepare_environment.yml
new file mode 100644
index 0000000..98724a2
--- /dev/null
+++ b/roles/cudaSupport/tasks/prepare_environment.yml
@@ -0,0 +1,41 @@
+---
+- name: Install ACL package
+  apt:
+    name: acl
+    state: present
+  become: yes
+
+- name: Create a new user
+  user:
+    name: "{{ new_username }}"
+    shell: /bin/bash
+    create_home: yes
+    state: present
+  become: yes
+
+- name: Check if Miniconda is already installed
+  command: /home/{{ new_username }}/miniconda/bin/conda --version
+  register: miniconda_installed
+  ignore_errors: yes
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: Install Miniconda for the new user
+  shell: |
+    wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O /home/{{ new_username }}/miniconda.sh
+    bash /home/{{ new_username }}/miniconda.sh -b -p /home/{{ new_username }}/miniconda
+    echo 'export PATH="/home/{{ new_username }}/miniconda/bin:$PATH"' >> /home/{{ new_username }}/.bashrc
+    source /home/{{ new_username }}/.bashrc
+  args:
+    executable: /bin/bash
+  when: miniconda_installed.rc != 0
+  become: yes
+  become_user: "{{ new_username }}"
+
+- name: "Create Conda environment for user {{ new_username }}"
+  command: >
+    /home/{{ new_username }}/miniconda/bin/conda create -n {{ conda_env_name }} python={{ python_version }} -y
+  args:
+    creates: "/home/{{ new_username }}/miniconda/envs/{{ conda_env_name }}"
+  become: yes
+  become_user: "{{ new_username }}"
diff --git a/roles/cudaSupport/tasks/update_and_reboot.yml b/roles/cudaSupport/tasks/update_and_reboot.yml
new file mode 100644
index 0000000..8e5bea0
--- /dev/null
+++ b/roles/cudaSupport/tasks/update_and_reboot.yml
@@ -0,0 +1,34 @@
+---
+- name: Update apt packages
+  apt:
+    update_cache: yes
+    upgrade: dist
+  become: yes
+
+- name: Check if kernel was updated
+  command: uname -r
+  register: current_kernel
+  become: yes
+
+- name: Check if a restart is required
+  stat:
+    path: /var/run/reboot-required
+  register: reboot_required
+  become: yes
+
+- name: Reboot if kernel was updated
+  reboot:
+    msg: "Rebooting after kernel update"
+    pre_reboot_delay: 0
+    post_reboot_delay: 50
+  when: reboot_required.stat.exists or current_kernel.stdout != ansible_kernel
+  become: yes
+
+- name: Wait for the server to come back online
+  wait_for:
+    port: 22
+    delay: 10  # Initial delay before checking
+    timeout: 300  # Total timeout for waiting (in seconds)
+    state: started
+  when: reboot_required.stat.exists or current_kernel.stdout != ansible_kernel
+  become: yes