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I rent spot instances on GCP with big GPUs on demand. It works quite well and since I'm just playing around I pay a very small amount per hour and kill it after I'm done.

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Does this work on-demand? Could I build something I can query from my phone as needed?

Depends on your budget. If it's the absolute minimum, it won't be real time responses. As provisioning infra isn't instantaneous.

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