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Super Study Guide: Transformer と大規模言語モデル

大規模言語モデル (LLM) の主要な概念から実践的な応用例まで、簡潔に図解されている学習ガイドです。プロジェクトでの利用、面接対策、個人的な学習にも最適です。

This book is a translation into Japanese of Super Study Guide: Transformers & Large Language Models which was originally written in English

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About

About the Book

この本は、面接対策、プロジェクトでの利用、あるいは純粋な好奇心のために、大規模言語モデル (LLM) の仕組みを理解したいすべての方に向けて、簡潔図解された学習ガイドです。

以下の 5 つの章で構成されています。

  • 基礎:ニューラルネットワーク入門、トレーニングと評価に必要な深層学習の概念
  • 埋め込み表現:トークン化アルゴリズム、単語埋め込み (word2vec)、文の埋め込み (RNN・LSTM・GRU)
  • Transformer:Self-Attention 機構の導入目的、エンコーダ・デコーダ構造の詳細と BERT・GPT・T5 などのモデル、計算を高速化するための工夫
  • 大規模言語モデル:プロンプトエンジニアリング、(パラメータ効率の良い)ファインチューニング、プリファレンスチューニングなど、Transformer ベースのモデルを調整するための主な手法
  • 応用:感情抽出、機械翻訳、検索拡張生成などを含む一般的な課題

このページでは、以下の理由により、皆様ご自身で 15% の割引を適用可能です。皆様のご興味とご支援に感謝いたします!

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This book is a translation into Japanese of Super Study Guide: Transformers & Large Language Models which was originally written in English

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About the Authors

Afshine Amidi

Afshine Amidi is currently teaching the Transformers & Large Language Models workshop at Stanford and is also leading LLM efforts at Netflix. Previously, he worked on the Gemini team at Google and used NLP techniques to solve complex queries. Before that, he worked at Uber Eats to improve the quality of the search and recommendation systems. On the side, Afshine published a few papers at the intersection of deep learning and computational biology. He holds a Bachelor’s and a Master’s Degree from École Centrale Paris and a Master’s Degree from MIT.

Shervine Amidi

Shervine Amidi is currently teaching the Transformers & Large Language Models workshop at Stanford and is also working on the Gemini team at Google to leverage LLMs for action-based queries. Previously, he worked on applied machine learning problems for recommender systems at Uber Eats where he focused on representation learning to better surface dish recommendations. On the side, Shervine published a few papers at the intersection of deep learning and computational biology. He holds a Bachelor’s and a Master’s Degree from École Centrale Paris and a Master’s Degree from Stanford University.

Yoshiyuki Nakai

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