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It is strongly recommended to run Ubuntu as a Docker container, as this creates a consistent, isolated environment and saves time on figuring out/resolving issues in other setups — especially when converting work to a hardware system such as the Jetson Orin Nano or Raspberry Pi.
NOTE: If you choose a method that isn't the Docker container, you will need to install ROS 2 manually. That's because the Dockerfile handles that installation step for you.