【小学5年生でもわかる】バギングとブースティングってなに? #AI - Qiita
@mrmrmr(mori mori)

【Even a 5th Grader Can Understand】What are Bagging and Boosting?

  • G Exam
  • Machine Learning
  • Deep Learning
  • AI
  • Beginner-Friendly
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Posted at 2026-11-12

What are Bagging and Boosting?

They are the two different methods of creating multiple models.

Simple Explanation

It's the two approaches:『Having several people solve the same problem and combining their opinions』and『Starting with simple problems and focusing on practicing difficult ones』.

Everyday Examples

It's the two strategies:『Having multiple friends solve the same test and listen to their opinions』and『Studying your weak areas intensively』.

More Detailed Information for Those Who Want to Know More

If you want to learn more about this topic, we recommend the technical version article!

Recommended Learning Resources

If you want to learn more about Bagging and Boosting, the following books and web services are recommended.

Books

  • 『Deep Learning Textbook: Deep Learning G Exam Official Textbook Second Edition』(JDLA Supervised)
    A staple for G Exam takers. An official textbook that allows systematic learning according to the syllabus. Start with this one first.

  • 『Deep Learning G Exam Ultimate Pass Textbook [Second Edition]』(SB Creative)
    Fully aligned with the latest syllabus, includes chapter-end problems and mock exam PDFs. A supplement to the official textbook.

  • 『Clear Understanding Deep Learning G Exam Textbook & Problem Practice Third Edition』(TAC Publishing)
    Rich in diagrams and easy to understand, suitable for beginners. Especially recommended for those with a humanities background.

  • 『Deep Learning G Exam Problem Set Second Edition』(Commonly known as: Red Book)
    Focused on practical problem practice. Covers the new syllabus scope and is ideal for final preparation.

💡 The books for the G certification are somewhat expensive at the regular price, but you can find used ones on a certain used item app at a much lower price. Since the content of the exam preparation books doesn't change much, used ones are sufficient.

Web service

  • AI Certification Dot Net
    A website where you can solve practice problems for the G certification for free. Convenient for those who want to practice problems on their phone during spare time.
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