April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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352
에이전트 시대의 AI 시스템 설계
5.5.5
참고문헌
지시사항 진화의 아이디어는 「
WizardLM
」 논문 (
Xu
외,
2023
,
https
://
arxiv
.
org
/
abs
/
2304
.
12244
)에서 소개되었다. 「
WizardCoder
」 논문 (
Luo
외,
2025
,
https
://
arxiv
.
org
/
abs
/
2306
.
08568
)은 특정 도메인에서 모델의 능력을 향상하는 데 이 아이디
어를 적용하는 방법을 시연했다. 「
Textbooks
Are
All
You
Need
」 논문(
Gunasekar
외,
https
://
arxiv
.
org
/
abs
/
2306
.
11644
)은 이런 기법으로 고품질 합성 데이터를 만들 수 있
음을 입증했다.
2023
년 기준 지도학습 미세조정 분야의 현황은 지시사항 조정에 관한 개괄 논
문(
Zhang
외,
2023
,
https
://
arxiv
.
org
/
abs
/
2308
.
10792
)에서 확인할 수 있다. 연구
자들은 오랫동안
LoRA
가 덜 배우고 덜 잊는다 (
Biderman
외,
2024
,
https
://
arxiv
.
org
/
abs
/
2405
.
09673
)고 믿었지만, 언슬로스는 매우 효율적이고 효과적인 방식으로
LoRA
모
델에 전체 미세조정 (
https
://
oreil
.
ly
/
9eLyr
)과 지시사항 조정 (
https
://
oreil
.
ly
/
oOiW2
)을 모두 적용하는 방법을 보여 주었다.
5.6
요약
이번 장에서는 사전훈련 과정에서 배운 것 이상으로 기초 모델의 능력을 확장하는 방법을 살펴
보았다. 기존 사전훈련의 한계를 극복할 수 있는 패턴들을 ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.