Modify efficient GPU training doc with now-available adamw_bnb_8bit optimizer (#25807)
* Modify single-GPU efficient training doc with now-available adamw_bnb_8bit optimizer
* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>