April 2025
Intermediate
240 pages
6h 56m
Japanese
Content preview from AI開発力を鍛える！機械学習と最適化による問題解決講座
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3
第 章
実際の最適化で直面する問題と
解 決へ のアプローチ
第3章では、最適化を用いた実際の現場での課題解決にお
いて生じる問題について考えます。図3.0.1に本章の構成を示し
ます。まず、最適化の枠組みを決める段階で起こる問題につい
て、3.1節で最適化の概要、3.2節で最適化の手法選択を考えま
す。次に、最適化の目的関数を設計する際に生じる問題につい
て、3.3節で多目的最適化、3.4節で目的関数設計と解の選択
を考えます。次に、最適化を実施する際に生じる問題について、
3.5節でベイズ最適化、3.6節で制約付き最適化を考えます。最
後に、最適化を使いこなすために、3.7節で最適化の疑問を考
えます。第2章と同様に第3章も、3.1節から順番に読んでいくこ
とを想定していますが、読者が現在直面している課題に対応する
節 か ら読 んで も 、また す で に よく理 解 して い る節を読 み 飛 ば しても
問題はありません。それでは一緒に、最適化の応用現場で起こ
る問題を解決していきましょう。
最適化を実施する
最適化の目的関数を設計する
最適化の枠組みを決める
最適化を使いこなす
図3.0.1 第3章の構成
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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.