I've prototype on a collab notebook and have been using AWS GPUs for training. Having to jump through hoops for quota and the general anxiety in trying to optimize the costs led me to just build a machine with a 1-time upfront cost. As a sole proprietor, I can write off the capex against future revenue anyways and depreciate it.