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Innovating with Google Cloud Artificial Intelligence - 日本語版

Google Cloud Training

AI と ML は、幅広い業種に急速な変革をもたらしているインフォメーション テクノロジーにおける重要な進化です。「Innovating with Google Cloud Artificial Intelligence」では、AI と ML を活用して組織でビジネス プロセスを変革する方法について学習します。

このコースは Cloud Digital Leader 学習プログラムの一部で、個人が自分の役割において成長し、ビジネスの未来を構築することを目的としています。

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What's inside

Syllabus

コースの概要
ここでは、コースの目標と各セクションのプレビューをご紹介します。
AI と ML の基礎知識
AI と ML はビジネスに多くのメリットをもたらす可能性を秘めていますが、実際に使い始める前に、AI と ML の基礎を理解することが重要です。このセクションでは、AI と ML に関する数多くの基本的コンセプトをについて説明します。
Read more
Google Cloud の AI / ML ソリューション
このセクションでは、Google Cloud で ML モデルを構築する 4 つの選択肢（BigQuery ML、事前構築済みの API、AutoML、カスタム トレーニング）について学習します。
コースのまとめ
コースの最後に、各セクションの要点のまとめと学習を続けるステップを説明します。

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
専門知識や深い専門性を持つ人向けのコース
業界で幅広い応用が期待できるAIとMLについて学ぶ
Google CloudのAI/MLソリューションについて学ぶ
ビジネスプロセスを変革する方法について学ぶ
AIとMLの基礎を学ぶ必要がある
Cloud Digital Leader学習プログラムの一部

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Innovating with Google Cloud Artificial Intelligence - 日本語版 with these activities:
AI/ML 関連のボランティア活動に従事する
AI/ML の実践的な経験を積む上で、地域社会に貢献することで、実世界の適用方法を学ぶ。
Browse courses on AI
Show steps
  • ボランティアの機会を探す
  • 応募する
  • ボランティア活動に参加する
  • 経験を振り返る
AI/ML に関するディスカッションに参加する
他の学習者とつながり、コースのテーマについて議論することで、知識を深める。
Browse courses on AI
Show steps
  • ディスカッション フォーラムを見つける
  • ディスカッションに参加する
  • 意見を共有する
  • 他の学習者の質問に答える
Google Cloud の AI/ML ソリューションに関するチュートリアルを完了する
Google Cloud が提供するチュートリアルを完了して、AI/ML ソリューションを構築するための実践的な経験を積む。
Browse courses on Google Cloud AI Platform
Show steps
  • 利用可能なチュートリアルを特定する
  • チュートリアルを選択する
  • チュートリアルを完了する
  • 結果を分析する
Three other activities
Expand to see all activities and additional details
Show all six activities
BigQuery ML で ML モデルを作成する
AI/ML モデルを構築してテストすることで、コースの概念を補強する。
Browse courses on BigQuery
Show steps
  • BigQuery ML のドキュメントを読む
  • サンプル データセットを特定する
  • ML モデルを作成する
  • モデルを評価する
  • 結果を解釈する
AI/ML に関するブログ記事を書く
AI/ML に関する知識をまとめ、アウトプットを作成することで、概念を強化。
Browse courses on AI
Show steps
  • トピックを特定する
  • 調査を行う
  • アウトラインを作成する
  • ブログ記事を書く
  • 記事を公開する
AI/ML を使用したアプリを開発する
実践的なプロジェクトを完了することで、コースの概念を適用し、AI/ML のスキルを実証。
Browse courses on AI
Show steps
  • プロジェクトのアイデアを特定する
  • プロジェクトを計画する
  • AI/ML ソリューションを実装する
  • アプリをテストする
  • アプリを公開する

Career center

Learners who complete Innovating with Google Cloud Artificial Intelligence - 日本語版 will develop knowledge and skills that may be useful to these careers:
AI Engineer
AI Engineers build, train, and evaluate machine learning models to solve complex problems. They are responsible for designing and developing AI systems, as well as monitoring and maintaining them. With this course, you will gain a foundational understanding of AI and ML concepts and learn how to use Google Cloud's AI/ML solutions to build and deploy your own AI applications. This course can help you build a strong foundation for a successful career as an AI Engineer.
See salaries and explore the career path for AI Engineer
Data Scientist
Data Scientists use data to extract insights and build predictive models. They work with large datasets to identify patterns and trends, and they use statistical techniques to develop models that can make predictions about future events. This course can help you develop a solid foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to build and deploy your own data science projects. This course can help you on your path to becoming a successful Data Scientist.
See salaries and explore the career path for Data Scientist
Machine Learning Engineer
Machine Learning Engineers are responsible for building, deploying, and maintaining machine learning models. They work with data scientists to identify the right models for a given problem, and they then develop and implement the models. This course can help you develop a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to build and deploy your own machine learning models. This course can help you on your path to a successful career in the field.
See salaries and explore the career path for Machine Learning Engineer
Data Analyst
Data Analysts use data to identify trends and patterns. They work with large datasets to extract insights and make recommendations. This course can help you develop a solid foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you on the path to a successful career as a Data Analyst.
See salaries and explore the career path for Data Analyst
Software Engineer
Software Engineers design, develop, and maintain software applications. They work with a variety of programming languages and technologies to create software that meets the needs of users. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to build and deploy AI features in your software applications. This course can help you gain a competitive advantage in the job market and advance your career as a Software Engineer.
See salaries and explore the career path for Software Engineer
Business Analyst
Business Analysts use data to identify opportunities and solve problems. They work with stakeholders to understand their needs and develop solutions that meet those needs. This course can help you develop a solid foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Business Analyst.
See salaries and explore the career path for Business Analyst
Project Manager
Project Managers are responsible for planning and executing projects. They work with a variety of teams to ensure that projects are completed on time and within budget. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Project Manager.
See salaries and explore the career path for Project Manager
Marketing Manager
Marketing Managers are responsible for developing and executing marketing campaigns. They work with a variety of channels to reach target audiences and promote products or services. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Marketing Manager.
See salaries and explore the career path for Marketing Manager
Product Manager
Product Managers are responsible for developing and managing products. They work with engineers, designers, and marketers to create products that meet the needs of users. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to develop data-driven products. This course can help you become a more effective Product Manager.
See salaries and explore the career path for Product Manager
Operations Manager
Operations Managers are responsible for planning and executing operations. They work with a variety of teams to ensure that operations run smoothly and efficiently. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Operations Manager.
See salaries and explore the career path for Operations Manager
Consultant
Consultants provide advice and guidance to organizations. They work with clients to identify and solve problems. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Consultant.
See salaries and explore the career path for Consultant
Entrepreneur
Entrepreneurs start and run their own businesses. They identify opportunities and develop solutions to meet those opportunities. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to develop data-driven products and services. This course can help you become a more successful Entrepreneur.
See salaries and explore the career path for Entrepreneur
Customer Success Manager
Customer Success Managers are responsible for ensuring that customers are satisfied with their products or services. They work with customers to resolve issues and provide support. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Customer Success Manager.
See salaries and explore the career path for Customer Success Manager
Research Analyst
Research Analysts use data to conduct research and provide insights. They work with a variety of stakeholders to identify and solve problems. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Research Analyst.
See salaries and explore the career path for Research Analyst
Sales Manager
Sales Managers are responsible for leading and managing sales teams. They work with salespeople to develop and execute sales strategies. This course can help you build a strong foundation in AI and ML and learn how to use Google Cloud's AI/ML solutions to analyze data and build predictive models. This course can help you become a more effective Sales Manager.
See salaries and explore the career path for Sales Manager

Reading list

We've selected eight books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Innovating with Google Cloud Artificial Intelligence - 日本語版.
Cover image
Deep Learning
Save
ディープラーニングの包括的で権威ある教科書で、このコースのAIとMLの基礎の理解を深めるのに役立ちます。
(English) Deep Learning
Paperback
$$$
(English) Deep Learning (Adaptive Computation and Machine...
Hardcover
$$$
(English) Deep Learning (Adaptive Computation and Machine...
Kindle Edition
$$$
Cover image
Stakeholder Capitalism
Save
人工知能、自動化、その他の技術的進歩が社会と経済に与える影響について考察した書籍で、このコースで紹介されるAIとMLの潜在的な影響を理解するのに役立ちます。
(English) Stakeholder Capitalism: A Global Economy that Works...
Hardcover
$$
(中文) Stakeholder Capitalism (Chinese Edition)
Hardcover
$$
(English) Stakeholder Capitalism: A Global Economy that Works...
Kindle Edition
$$
Cover image
深層学習教科書 ディープラーニング G検定（ジェネラリスト）公式テキスト 第3版
Save
機械学習の基礎や人工知能の動向について詳しく解説した教科書で、このコースの補完教材として最適です。
深層学習教科書 ディープラーニング G検定（ジェネラリスト）公式テキスト 第3版
Paperback
Check
深層学習教科書 ディープラーニング G検定（ジェネラリスト）公式テキスト 第3版
Kindle Edition
Check
Cover image
Deep Utopia
Save
強力なAIの潜在的なリスクと利点について考察した書籍で、このコースで紹介されるAIとMLの倫理的影響を理解するのに役立ちます。
(English) Deep Utopia: Life and Meaning in a Solved World
Hardcover
$$
(English) Deep Utopia: Life and Meaning in a Solved World
Kindle Edition
$
Cover image
The Year in Tech, 2025
Save
ビジネスにおけるAIの活用について包括的に解説した書籍で、このコースで紹介されるAIとMLのビジネス上の利点を理解するのに役立ちます。
The Year in Tech, 2025
Paperback
Check
The Year in Tech, 2025
Kindle Edition
Check
Cover image
Hands-On Machine Learning with Scikit-Learn, Keras,...
Save
機械学習ライブラリを使った実践的な入門書で、このコースで紹介されるGoogle CloudのAI/MLソリューションを補完します。
(English) Hands-On Machine Learning with Scikit-Learn, Keras,...
Paperback
$$
(English) Hands-On Machine Learning with Scikit-Learn, Keras,...
Paperback
$$$
(English) Hands-On Machine Learning with Scikit-Learn, Keras,...
Kindle Edition
$$
Cover image
Quantum Supremacy
Save
人工知能とその他の技術的進歩が人類の未来に与える影響について洞察を提供する書籍で、このコースで紹介されるAIとMLの長期的な意味合いを理解するのに役立ちます。
(English) Quantum Supremacy: How the Quantum Computer...
Hardcover
$$
(English) Quantum Supremacy: How the Quantum Computer...
Kindle Edition
$$
Cover image
Machine Learning Engineering
Save
機械学習の基礎を簡潔にまとめた入門書で、このコースで紹介される概念の理解に役立ちます。
(English) Machine Learning Engineering
Paperback
$$
(English) Machine Learning Engineering
Kindle Edition
$$

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Institution
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Instructor
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Language
日本語
Good to know
専門知識や深い専門性を持つ人向けのコース
業界で幅広い応用が期待できるAIとMLについて学ぶ
Google CloudのAI/MLソリューションについて学ぶ
ビジネスプロセスを変革する方法について学ぶ
AIとMLの基礎を学ぶ必要がある
Cloud Digital Leader学習プログラムの一部
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