August 2026
Intermediate to advanced
552 pages
8h 9m
Japanese
Content preview from Google CloudではじめるAI/ML入門 ―ハンズオンで学ぶデータ基盤、分析、エージェント開発
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13章Agent Platform Vizierによるベイズ最適化
13.1 はじめに
本章の内容を学習することで、膨大なパラメーターの組み合わせを効率的に探索するベイズ最適化の仕組みを理解し、Google CloudのマネージドサービスであるAgent Platform Vizier（旧名称：Vertex AI Vizier）を用いて実際の最適化ワークフローを構築できるようになります。さらに、最適化の結果をサロゲートモデルで解釈することで、各パラメーターの寄与度を論理的に説明する能力が身につきます。
- この章の内容
- Agent Platform Vizierのアーキテクチャとベイズ最適化のメカニズム
- ビル空調コストを題材にしたハンズオン形式の最適化（初級、中級、上級）
- サロゲートモデルを用いた最適化プロセスの可視化と解釈
![[注記]](/api/v2/epubs/urn:orm:book:9784814401741/files/images/note.png) |
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名称について 本章では、Google Cloudのリブランディング後の名称としてAgent Platformを使用します。ただし、移行期間中はGoogle Cloudコンソールや公式ドキュメントに旧名称のVertex AIが表示される場合があります。また、SDK、APIエンドポイント、サービス有効化コマンドには |
7章では、Agent Platform Managed Trainingのハイパーパラメーターチューニング（HPT）ジョブを通じて、モデルの精度を自動的に高める手法を学びました。HPTジョブは学習コードを送るだけで最適なパラメーター構成を探索しますが、その内部では ...
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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.