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,
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12章Agent Platform WorkbenchとAgent Platform AutoMLによる機械学習の実践
寄稿：喜久里 陽
12.1 はじめに
本章の内容を学習することで、実務データに対する探索的データ分析から機械学習モデルの構築、評価、さらにマネージドサービスを活用した推論システムの構築まで、一連のプロセスを習得できます。サーバーレスなアーキテクチャを採用することで、インフラ管理のオーバーヘッドを最小限に抑えつつ、継続的に予測結果を提供できる仕組みを構築できるようになるでしょう。
- この章の内容
- Agent Platform Workbench（旧称：Vertex AI Workbench）での探索的データ分析（EDA）の実践
- LightGBMを用いた予測モデルの構築と交差検証による精度評価
- Agent Platform AutoML（旧称：Vertex AI AutoML）によるモデル学習とバッチ推論
- Cloud SchedulerとCloud Run functionsを組み合わせた定期実行パイプラインの構築
本章では、マーケティングチームからの相談を受けたという想定で、あるサービス内の顧客の取引データを使って、データ分析からモデル開発、推論システムの構築まで、ひと通りのプロセスに取り組みます。まずデータの確認を通じて問題設定を行い、次にAgent Platform Workbench上でモデルを構築、評価します。最後に、Agent Platform AutoMLとCloud Run functions、Cloud Schedulerを組み合わせて、シンプルながら実際の業務で使える推論システムを構築します。
12.1.1 前提条件
本章のハンズオンを実施するには、以下の準備が完了している必要があります。 ...
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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.