Project Title

pumpkin-book — Detailed Explanation of Formulas in "Machine Learning" (Watermelon Book)

Overview

The pumpkin-book is an open-source project that provides detailed explanations and derivations of formulas from the classic machine learning textbook "Machine Learning" (Watermelon Book) by Professor Zhou Zhihua. It aims to assist readers, especially those with a solid foundation in mathematics, in understanding complex mathematical concepts in machine learning.

Key Features

Detailed formula derivations and explanations
Companion resource to the "Machine Learning" textbook
Community-driven with contributions and corrections welcomed

Use Cases

Use case 1: Students and professionals in machine learning who need a deeper understanding of mathematical concepts in the field.
Use case 2: Educators looking for supplementary material to enhance their machine learning curriculum.
Use case 3: Self-learners who want to reinforce their mathematical foundations in machine learning.

Advantages

Advantage 1: Provides a comprehensive resource for understanding complex machine learning formulas.
Advantage 2: Encourages community engagement through contributions and feedback on GitHub.
Advantage 3: Offers a free, open-source alternative to traditional textbooks.

Limitations / Considerations

Limitation 1: Assumes a certain level of mathematical proficiency from the reader.
Limitation 2: The project is continuously updated, and some sections may not be fully detailed or corrected yet.

Deep Learning Book: A comprehensive resource for deep learning, which is a subfield of machine learning. It differs in its focus and does not specifically target the Watermelon Book's audience.
MIT OpenCourseWare: Offers a wide range of course materials, including those related to machine learning. It differs in that it is not specifically focused on the Watermelon Book's content.

Basic Information

GitHub: https://github.com/datawhalechina/pumpkin-book
Stars: 25,140
License: Unknown
Last Commit: 2025-08-20

📊 Project Information

Project Name: pumpkin-book
GitHub URL: https://github.com/datawhalechina/pumpkin-book
Programming Language: Unknown
⭐ Stars: 25,140
🍴 Forks: 4,781
📅 Created: 2018-12-22
🔄 Last Updated: 2025-08-20

🏷️ Project Topics

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🎥 Video Tutorials

https://www.bilibili.com/video/BV1Mh411e7VU

This article is automatically generated by AI based on GitHub project information and README content analysis

pumpkin-book

Project Description