February 2025
Intermediate
376 pages
9h 25m
Japanese
Content preview from 仕組みからわかる大規模言語モデル 生成AI時代のソフトウェア開発入門
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.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.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.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.
本書では、LLM を活用するために必要な基礎知識から実践的な応用例まで、体系的に幅広
く解説します。具体的には、次の図に示す内容を取り上げます。
図0.0.1
図中の矢印は、基礎や基盤となる技術を意味します。できるだけ自然な流れで章を配置して
はいますが、各章は独立しており、どこから読み始めても問題ありません。必要に応じてその
基礎・基盤となる技術の章を参照していただければと思います。例えば、LangChainの使い方
に興味がある急ぎの読者は、第5 章から読み始めても問題ありません。
各章の内容は次のとおりです。
第1章 Transformer
LLMの仕組みを理解することを目的とし、LLMの基盤となるニューラルネットワークの
アーキテクチャであるTransformer について詳しく解説します。本章では、Transformerの具
体的なアーキテクチャとして、2017年に発表されたオリジナルのTransformer と実用LLM の
一つであるLlama 3（2024 年）について解説します。また、画像や音声を扱うマルチモーダル
LLMやトークナイザ、トークンのサンプリング手法についても本章で解説します。
計算機アーキテクチャ、コンパイラ、OS（Operating ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.