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Give Google Cloud ML a try. With Google Cloud ML, one does not need GPU instances or any other cluster. Just submit your ML job from your computer. Cloud ML will train your model and bill you for the by training resources. No need to spin up / spin down anything.

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Except, (a) my training data is under EU privacy protections, if I gave it to Google, I'd be in jail, (b) uploading large datasets from a home connection would take ages as well.

If I could just run the same at home, with affordable cards, it'd be a lot nicer solution.

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