Love this feature of UV. Here's a one-liner to launch jupyter notebook without even "installing" it:

  uv run --with jupyter jupyter notebook

Everything is put into a temporary virtual environment that's cleaned up afterwards. Best thing is that if you run it from a project it will pick up those dependencies as well.