· Xiaojing Yang · NLP & LLMs
LoRA for Neural Machine Translation
A practical explanation of LoRA for NMT: what it changes, why it is useful for domain adaptation, and how it differs from full fine-tuning.
Tag: LoRA
- · Xiaojing Yang · Research Engineering
Hyperparameter Optimization with Grid Search and Optuna/ASHA
A practical research-engineering note on tuning LoRA rank, alpha, dropout, Pareto selection, ASHA pruning, and fANOVA analysis.
- · Xiaojing Yang · Applied ML Systems
LoRA vs Full Fine-Tuning: What Do We Actually Save?
A practical comparison of LoRA and full fine-tuning in low-resource domain MT: parameters, compute, stability, performance, and trade-offs.