In the [TrainingArguments] use output_dir to specify where to save your model, and configure hyperparameters as you see fit.
If you wish to share your model with the community, set push_to_hub to True (you must be signed in to Hugging Face to upload your model).
In this case the output_dir will also be the name of the repo where your model checkpoint will be pushed.