October 2021
Beginner to intermediate
344 pages
3h 53m
Japanese
Content preview from AIの心理学 ―アルゴリズミックバイアスとの闘い方を通して学ぶ ビジネスパーソンとエンジニアのための機械学習入門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,
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.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.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.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.
第Ⅰ部序論——バイアスとアルゴリズム
第Ⅰ部では、人間のバイアスを心理学的見地から解説するほか、AIシステムにおいてアルゴリズムがどう開発、活用されているのかも紹介します。さらにここでは第Ⅱ部以降で頻繁に言及する用語や枠組みも説明します。
第Ⅰ部は次の5つの章で構成されています。
- 1章 アルゴリズミックバイアスとは
- アルゴリズムとは？ バイアスとは？ どのようなものなのか、その概略を紹介します
- 2章 人間による意思決定で生じ得るバイアス
- 人間のバイアスを心理学的見地から解説するほか、意思決定の過程で生じる人間自身のバイアスについて説明します。というのも、アルゴリズミックバイアスはさまざまな形で人間自身のバイアスを映し出しているからです
- 3章 アルゴリズムとバイアスの排除
- まず、アルゴリズム（プログラム）を作った経験がまったくない読者を主な対象として、アルゴリズムについて解説します。続いて、人間自身のバイアスを意思決定の過程から排除する上でアルゴリズムがどのように役立つのかを見ていきます
- 4章 モデルの開発
- この本の読者の多くがデータサイエンティストではなく、その分野では素人である点を念頭に置いて、アルゴリズム（モデル）の開発現場の舞台裏を紹介します
- 5章 機械学習の基本
- 4章と同様、一般の皆さんを念頭に置いて機械学習の概要を説明します
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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.