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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8章機械学習パイプラインによるMLOpsの実現
8.1 はじめに
本章の内容を学習することで、機械学習モデルのライフサイクル全体を管理するMLOpsの概念を理解し、Gemini Enterprise Agent Platform（旧称：Vertex AI Platform、以下Agent Platform）のサービス群を活用した機械学習パイプラインの構築方法を習得できます。これにより、PoCレベルにとどまらず、データの前処理からモデルの学習、登録、実験管理までを自動化し、本番環境で継続的にモデルの学習、デプロイを行えるMLOps基盤を構築できるようになります。
- この章の内容
- MLOpsの概念とAgent PlatformにおけるMLOpsサービスの理解
- Kubeflow Pipelines SDKを用いたMLパイプラインの構築
- Agent Platform Managed Training（旧称：Vertex AI Training）によるカスタムトレーニングジョブの実行
- コンテナ化されたPythonコンポーネントによる実践的なパイプライン構成
- Agent Platform Experiments（旧称：Vertex AI Experiments）による実験管理と比較分析
- Agent Platform ML Metadata（旧称：Vertex AI Metadata）によるアーティファクトのリネージ追跡
- スケジューラによるパイプラインの定期実行
本章では、Agent PlatformのMLOpsサービスを活用した、機械学習パイプラインの構築方法を解説します。題材として、7章で扱ったNYCタクシーのチップ額予測を使用し、XGBoostを用いたカスタムトレーニングジョブをパイプラインに組み込みます。まず8.2でMLOpsの概念と必要性を整理し、8.3でSDKの選択について解説します。8.4で環境構築を行った後、8.5以降ではAgent ...
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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.