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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6章BigQueryを活用したデータ分析と機械学習
6.1 はじめに
本章では、サーバーレスでスケーラブルなデータ分析基盤であり、最新AI機能を組み込んだ「Data to AI」プラットフォームであるBigQueryの活用方法を習得します。これにより、データの抽出から加工、AIを用いた高度な分析やモデル構築までの一連のプロセスを、実践レベルで実行できるようになります。
- この章の内容
- BigQueryの基礎知識
- Google SQLの基礎的な文法やよく使われる関数
- BigQuery MLによる機械学習モデルと生成AIアプリケーションの開発
- 先進的なAIエージェントや高度な分析インターフェースによる自律的データ活用
これまでの章では、クラウドの基本概念や個別のツールの使い方を学んできました。
本章では、データ基盤という広い視点に立ち、Google Cloudのデータ分析の中核であるBigQueryを組織全体でどう連携、活用するかを理解します。アーキテクチャの全体像を把握し、一気通貫のデータプラットフォームを構築、運用する実践的な機能を探ります。
まず、データ分析の中心となるBigQueryの最新機能と、統合されたGeminiの強力な支援機能について解説します。
6.1.1 前提条件
本節のBigQueryでのクエリ実行（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。
- 3章から5章で作成したプロジェクトが利用可能であること
- Google Cloud Consoleから対象のプロジェクトを選択していること
- 一部機能を使う場合は課金アカウントの設定が完了していること
6.2 BigQueryの基礎知識
本節では、Google Cloudのデータ分析の中核である ...
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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.