Google Coral is the name of Edge AI accelerator, which can be used only for inference meaning running already trained models to get results from inputs.
Google doesn’t sell any hardware for ML training, but they offer Cloud TPU as a service for that.
If it becomes serious, rent cloud systems so you don't have to do all the maintenance.