AI For Everyone （すべての人のためのAIリテラシー講座） from Coursera

AIはエンジニアだけのものではなく、今や社会⼈の基本リテラシーと⾔えます。本

コースは、AIの基礎を学びたい⽅、今の組織をAIを使いこなせる組織へと変⾰させ

たい⽅、そんなすべての⽅々に、理系⽂系問わず、肩書きや職種問わず、受講いた

だけるコースです。

本コースでは、次のことを学習していただきます：

- ニューラルネットワーク、機械学習、ディープラーニング、データサイエンス

など、⼀般的なAIに関する専⾨⽤語とその意味

- 実際にAIができること、できないこと

- 組織の課題解決のためにAIを適⽤できる可能性とその⽅法

- 機械学習およびデータサイエンスプロジェクトの進め⽅

- AIエンジニアチームと連携して社内でAI戦略を構築する⽅法

- AIを取り巻く倫理的および社会的議論の概要

本コースはDeepLearning.AIが提供している通常の「AI for Everyone」（オリジナルは英語）に、JDLAが制作し、松尾先生が講師を務める”DXとは何か”、”DXにおけるAIの重要性”、“日本におけるAI活用”を追加した特別版となります。

本コースの修了証を提示すると、JDLAのG検定が30％引きになります。詳細はこちらをご覧ください。

https://www.jdla.org/certificate/general/apply-everyone-discount/

What's inside

Syllabus

AIの基礎

AI プロジェクトの推進

AIの社内導入と産業活用

AI と社会

日本におけるAI活用

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

适合想要学习人工智能基础知识、将当前组织转变为能够熟练使用人工智能的组织的任何人，无论其专业背景或职位如何

由安德鲁·恩和松尾泰树担任讲师

涵盖人工智能的基础知识，包括神经网络、机器学习、深度学习和数据科学

提供人工智能实际应用和局限性的见解

探討人工智能在组织问题解决中的应用可能性及其方法

指导机械学习和数据科学项目的推进

Reviews summary

Ai fundamentals for all

The "AI For Everyone" course is highly praised by students and receives an average rating of 4.7 out of 5 stars. Students report that this course is a great introduction to the fundamentals of AI and provides a well-rounded understanding of the field without requiring any prior technical knowledge. The course content is described as engaging, informative, and well-organized, with clear explanations and helpful examples. Students particularly appreciate the inclusion of real-world use cases and ethical considerations in AI development. Overall, this course is highly recommended for anyone looking to gain a foundational understanding of artificial intelligence.

Students praised Andrew Ng's inspiring and encouraging teaching style.

"アンドリュー先生に優しくポジティブな言葉がけをいただいたおかげで、くじけることなく受講できました、"

Addresses the ethical implications of AI development and deployment.

"AIの実力を過信しないこと、専門家だけに頼らないこと、悪用や偏見が発生する可能性を学びました。"

Includes real-world use cases to illustrate the practical applications of AI.

"AIを俯瞰してイメージできました"

Covers a wide range of AI topics, providing a well-rounded understanding.

"基礎的な、大事なことがとてもつまった内容でした。"

Clear explanations and examples make it accessible to learners of all levels.

"AIの基礎が分かりやすく説明されています。技術的な知識がなくても理解できます。"

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 AI For Everyone （すべての人のためのAIリテラシー講座） with these activities:

再復習AIの基礎

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コースの基礎を理解するために、AI の基礎を再確認します。

Browse courses on AI

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教科書やオンラインリソースを確認する
関連のチュートリアルを完了する
クイックテストを受けて理解を確認する

Review AI basics

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This activity will help you refresh your understanding of the fundamental concepts of AI, which will be essential for success in this course.

Browse courses on AI

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Review your notes from previous AI courses or books.
Take practice quizzes or tests on AI concepts.
Watch online videos or tutorials on AI basics.

機械学習アルゴリズムの基礎を演習する

Show steps

基本的な機械学習アルゴリズムを実装することで、概念を理解し、アルゴリズムの動作を実際に体験できます。

Browse courses on AI

Show steps

線形回帰、ロジスティック回帰、決定木などの基本的なアルゴリズムを選択する
アルゴリズムをデータセットに実装する
アルゴリズムの性能を評価する

One other activity

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Show all four activities

Build an AI-powered application

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Hands-on experience will enhance your learning and provide tangible results.

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Identify a problem or domain where AI can be applied.
Gather and preprocess data.
Train and evaluate an AI model.
Deploy and monitor the AI application.

Career center

Learners who complete AI For Everyone （すべての人のためのAIリテラシー講座） will develop knowledge and skills that may be useful to these careers:

Data Scientist

Data Scientists investigate intricate data patterns and trends to unlock insights and information that can be used for various business decisions. AI For Everyone can be an excellent course for aspiring Data Scientists, offering a solid understanding of AI's foundational concepts like neural networks, machine learning, and data science. Furthermore, the course delves into AI's practical applications and its potential for solving real-world problems, equipping learners with the knowledge necessary to excel in this field.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

Machine Learning Engineers focus on the development of AI systems, designing, building, and implementing machine learning models. AI For Everyone can lay a strong foundation for those aspiring to become Machine Learning Engineers by providing a comprehensive overview of AI's fundamentals, including neural networks, machine learning, and deep learning. The course also covers the practical aspects, empowering learners with the understanding of AI's limitations and potential in problem-solving, which is essential for success in this role.

See salaries and explore the career path for Machine Learning Engineer

Artificial Intelligence Engineer

Artificial Intelligence Engineers design, develop, and deploy AI solutions. AI For Everyone can be a valuable course for aspiring AI Engineers, offering a foundational understanding of AI's core concepts, techniques, and applications. The course's coverage of AI's capabilities and limitations, as well as its ethical and social implications, equips learners with the knowledge needed to navigate the complexities of this field.

See salaries and explore the career path for Artificial Intelligence Engineer

Data Analyst

Data Analysts uncover meaningful insights from large datasets, helping organizations make informed decisions. AI For Everyone can supplement the skills of aspiring Data Analysts by providing a solid understanding of AI's foundational principles, including data science and machine learning. The course's exploration of AI's capabilities and its applications in problem-solving can enhance the analytical abilities of Data Analysts, enabling them to extract deeper insights from data.

See salaries and explore the career path for Data Analyst

Business Analyst

Business Analysts evaluate business processes and systems to identify areas for improvement. AI For Everyone can be beneficial for Business Analysts, providing them with an understanding of AI's fundamental concepts, capabilities, and limitations. The course's focus on AI's potential for problem-solving can empower Business Analysts to identify opportunities for AI implementation, leading to more efficient and effective business operations.

See salaries and explore the career path for Business Analyst

Product Manager

Product Managers are responsible for the development and management of products and services. AI For Everyone can be an asset to aspiring Product Managers by providing them with a foundation in AI's fundamentals and its applicability in product development. The course's coverage of AI's capabilities and limitations equips learners with the knowledge necessary to make informed decisions about integrating AI into products and services, enhancing their overall value and functionality.

See salaries and explore the career path for Product Manager

Software Engineer

Software Engineers design, develop, and maintain software systems. AI For Everyone can provide Software Engineers with a foundational understanding of AI's principles and its applications in software development. The course delves into the practical aspects of AI, enabling Software Engineers to explore its potential for enhancing software functionality and efficiency.

See salaries and explore the career path for Software Engineer

IT Manager

IT Managers oversee the planning, implementation, and maintenance of an organization's IT infrastructure and systems. AI For Everyone can benefit aspiring IT Managers by providing them with a comprehensive overview of AI's concepts, applications, and ethical implications. The course's focus on AI's potential for problem-solving empowers IT Managers to make informed decisions about integrating AI into their IT strategies, leading to improved efficiency and innovation.

See salaries and explore the career path for IT Manager

Project Manager

Project Managers plan, execute, and deliver projects and initiatives. AI For Everyone can equip aspiring Project Managers with a foundational understanding of AI's concepts and its potential applications in project management. The course provides insights into AI's capabilities and limitations, enabling Project Managers to explore opportunities for AI integration, leading to more successful project outcomes.

See salaries and explore the career path for Project Manager

Marketing Manager

Marketing Managers develop and execute marketing strategies to promote products and services. AI For Everyone can be beneficial for aspiring Marketing Managers by providing them with an understanding of AI's applications in marketing and advertising. The course covers the practical aspects of AI, enabling Marketing Managers to explore its potential for enhancing customer engagement, personalizing campaigns, and optimizing marketing performance.

See salaries and explore the career path for Marketing Manager

Financial Analyst

Financial Analysts evaluate and interpret financial data to make investment recommendations. AI For Everyone may be helpful for aspiring Financial Analysts by providing them with a foundation in AI's concepts and its potential applications in finance. The course's exploration of AI's capabilities and limitations can empower Financial Analysts to identify opportunities for AI integration, leading to more accurate and informed financial analysis.

See salaries and explore the career path for Financial Analyst

Consultant

Consultants provide advice and expertise to organizations on a variety of business issues. AI For Everyone can be a valuable resource for aspiring Consultants by providing them with an understanding of AI's fundamental principles and its applications in various industries. The course's focus on AI's potential for problem-solving can equip Consultants with the knowledge to identify opportunities for AI implementation, helping organizations improve their operations and achieve their goals.

See salaries and explore the career path for Consultant

Operations Manager

Operations Managers oversee the daily operations of an organization. AI For Everyone may be helpful for aspiring Operations Managers by providing them with an understanding of AI's applications in streamlining operations and improving efficiency. The course delves into the practical aspects of AI, enabling Operations Managers to explore its potential for automating tasks, optimizing processes, and enhancing overall operational performance.

See salaries and explore the career path for Operations Manager

Human Resources Manager

Human Resources Managers oversee the management of human resources within an organization. AI For Everyone may be helpful for aspiring Human Resources Managers by providing them with an understanding of AI's potential applications in HR. The course's exploration of AI's capabilities and limitations can empower Human Resources Managers to identify opportunities for AI integration, leading to more efficient HR processes and improved talent management.

See salaries and explore the career path for Human Resources Manager

Sales Manager

Sales Managers oversee the sales operations of an organization. AI For Everyone may be helpful for aspiring Sales Managers by providing them with an understanding of AI's applications in sales and marketing. The course delves into the practical aspects of AI, enabling Sales Managers to explore its potential for automating tasks, personalizing customer interactions, and optimizing sales strategies.

See salaries and explore the career path for Sales Manager