Use some spot instances on the cloud. It's a lot cheaper than getting a 3k rig unless if you train the model throughout the entire year. You can also connect to a VM on GCP through Colab so everything feels the same, just with a change.

Spot instances and Lambda cloud have super low margins and it isn't the big mark up in traditional products.