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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9章Agent Platform Inferenceを用いた予測基盤の構築
9.1 はじめに
本章の内容を学習することで、学習済みの機械学習モデルを実際のサービスとして提供するための予測基盤を構築できるようになります。Agent Platform Inference（旧称：Vertex AI Prediction/Inference）を活用したバッチ予測とオンライン予測の両方を実装することで、ユースケースに応じた予測方式の選択とデプロイの手法を習得できます。さらに、Endpointリソースやオートスケーリングの設定を通じて、コストとパフォーマンスのバランスを考慮した運用基盤の構築が可能になります。
- この章の内容
- Agent Platform Inferenceによるバッチ予測とオンライン予測の概要
- Batch Prediction Jobを使用した大規模データへの一括予測
- Endpointの作成とモデルのデプロイ
- Python SDKによるオンライン予測の実行
- オートスケーリングとコスト最適化の設定
本章では、Agent Platformの予測サービスを活用して、8章で構築したパイプラインで学習した機械学習モデルを予測基盤として運用する方法を学びます。機械学習モデルは学習だけでなく、予測結果をユーザーに届けてはじめて価値を発揮します。本章を通じて、モデルを実際のサービスに組み込み、ユーザーに予測結果を提供できることを目指します。
まず9.2節で予測処理の基本概念とAgent Platform Inferenceの全体像を理解します。続く9.3節で環境構築を行い、9.4節でバッチ予測、9.5、9.6節でEndpointの作成からオンライン予測までをハンズオン形式で進めます。9.7節ではコスト最適化について学び、最後に9.8節でリソースのクリーンアップを行います。本章は8章の内容を前提としていますので、まだお読みでない場合は先にそちらへ挑戦してみてください。 ...
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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.