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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7章Gemini Enterprise Agent Platformによるモデル開発の実践
7.1 はじめに
本章の内容を学習することで、Gemini Enterprise Agent Platform（旧称：Vertex AI Platform、以下Agent Platform）が提供する多様なモデル開発手法（AutoML、Custom Trainingなど）を習得し、プロジェクトのフェーズや要求される精度に応じて最適なツールを選択できます。ノーコードによる迅速なプロトタイピングから、大規模データに対応したスケーラブルな分散学習まで、実務で必要とされる一連のモデリングワークフローを網羅的に体験できます。
- この章の内容
- Agent Platformが解決する機械学習プロジェクト特有の課題と、分析を見据えたデータの準備手法
- AutoMLを利用した、ノーコードによる迅速なベースラインモデル構築
- Agent Platform Workbench（旧称：Vertex AI Workbench、以下Workbench）とCustom Trainingを用いた、柔軟なコードベース開発からスケーラブルなサーバーレス学習への移行
- 各ツールの強みの比較と、要件、フェーズに応じた使い分けの実践的なアプローチ
本章では、Agent Platformが提供する、主要なモデル開発ツールの機能と体系的な使い方を解説します。ノーコードでの迅速なモデル構築から、コードベースでの柔軟な開発、そしてサーバーレス環境での大規模な分散学習まで、各アプローチの特徴を整理していきます。ハンズオンの題材として、ニューヨーク市のタクシー乗車データ（表形式データ）や花の画像データ（画像データ）といった具体的なタスクを通じ、実現したい目的に合わせたツールの選択と実践的な操作方法を学びましょう。 ...
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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.