MODEL ADAPTATION • 226 / 397
Know when to prompt, retrieve, fine-tune or compress a model.
DPO
Direct Preference Optimization is a method for training on preferred versus disfavored responses without a separate reinforcement-learning loop.
Think of it like
Think of DPO as changing how a trained worker behaves or how efficiently that worker can be deployed, rather than giving it a live reference book.
Real life
Organizations adapt general models using techniques such as DPO.
SRE lens
It can shape response behavior from preference datasets.
Remember thisDirect Preference Optimization is a method for training on preferred versus disfavored responses without a separate reinforcement-learning loop.