October 2025
Intermediate
424 pages
10h 19m
Korean
Content preview from 실무로 통하는 LLM 애플리케이션 설계
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201
5
장
사용 목적에 맞게 LLM 활용하기
앤트로픽에서 제공하는 시각화 도구
64
를 사용해 이러한 분석을 더 깊이 탐색해 볼 수도 있습니
다. 이 도구는 특정 뉴런이 어떤 토큰에 반응하는지 텍스트 기반으로 설명해 줍니다. 예를 들어
『이상한 나라의 앨리스
Alice
in
Wonderland
』를 입력으로 주었을 때 뉴런들이 어떤 방식으로 반응하는지
를 시각적
65
으로 확인할 수 있습니다.
5.8
마치며
이번 장에서는
LLM
을 활용하는 방법을 살펴보고, 다양한 선택지와 그 특성을 이해했습니다.
작업에 적합한 모델을 선택하려면 어떤 기준을 고려해야 하는지도 배웠습니다. 또한 대표적인
LLM
벤치마크와 해석 방법,
LLM
을 불러오고 추론을 실행하는 방법, 효율적인 디코딩 전략까
지 실습했습니다.
마지막으로, 트랜스포머 아키텍처 내부에서 일어나는 과정을 이해하는 데 유용한
LIT
-
NLP
와
같은 해석 가능성 도구를 소개했습니다.
다음 장에서는 모델을 업데이트해 특정 작업의 성능을 향상하는 방법을 다루겠습니다. 전체적
인 파인 튜닝 예제를 따라가며 하이퍼파라미터 조정에 필요한 결정 과정을 살펴볼 것입니다.
또한 파인 튜닝에 사용할 학습 데이터셋 구성 방법도 함께 배우게 됩니다.
64
https
://
oreil
.
ly
/
2YvE6
65
https
://
oreil
.
ly
/
cE27M
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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.