Parameter-Efficient Fine-Tuning - What is parameter fine-tuning?

Two methods used in machine learning to improve the efficiency and accuracy of pre-trained models are fine-tuning and parameter-efficient fine-tuning. A pre-trained model may be fine-tuned by retraining it with fresh data for a different job.