DPO
Artificial Intelligence
The Many Faces of Reinforcement Learning: Shaping Large Language Models
Lately, Large Language Models (LLMs) have significantly redefined the sphere of artificial intelligence (AI), enabling machines to know and generate human-like text with remarkable proficiency. This success is basically attributed to advancements in machine...
Artificial Intelligence
Direct Preference Optimization: A Complete Guide
import torch
import torch.nn.functional as F
class DPOTrainer:
def __init__(self, model, ref_model, beta=0.1, lr=1e-5):
self.model = model
self.ref_model =...
Artificial Intelligence
High quality-tune Google Gemma with Unsloth and Distilled DPO on Your Computer
Following Hugging Face’s Zephyr recipeFinding good training hyperparameters for brand spanking new LLMs is all the time difficult and time-consuming. With Zephyr Gemma 7B, Hugging Face seems to have found a great recipe for...
Artificial Intelligence
[11월3주] 강화학습법 ‘DPO’, ‘RLHF’ 대안으로 인기…마커AI 1위 탈환
업스테이지와 한국지능정보사회진흥원(NIA)이 공동으로 주최하는 '오픈 Ko-LLM 리더보드' 11월 3주 순위에서는 다수의 개발자가 '직접 선호 최적화(DPO, Direct Preference Optimization)'로 좋은 성적을 거뒀다.
DPO는 지난 5월 스탠포드대학교 연구진이 발표한 강화 학습법이다. '챗GPT'에 사용한 인간 피드백을 통한 강화...
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