Project Title
leedl-tutorial — Comprehensive Deep Learning Tutorial Based on Lee's Machine Learning Course
Overview
The leedl-tutorial project is a comprehensive deep learning tutorial based on Professor Li Hongyi's machine learning course from National Taiwan University. It stands out for its detailed derivations of formulas, in-depth explanations of complex concepts, and its use of engaging examples to make deep learning theory accessible. The project is designed to provide a solid foundation in deep learning for beginners and those looking for a Chinese-language resource.
Key Features
- Detailed derivations of deep learning formulas
- In-depth explanations of complex deep learning concepts
- Use of engaging examples and illustrations
- Coverage of a wide range of deep learning topics
Use Cases
- Use case 1: Deep learning beginners looking for a comprehensive tutorial in Chinese
- Use case 2: Students and researchers needing a detailed resource for deep learning theory
- Use case 3: Educators seeking supplementary material for deep learning courses
Advantages
- Advantage 1: Provides a thorough understanding of deep learning fundamentals
- Advantage 2: Offers detailed mathematical derivations for better comprehension
- Advantage 3: Engaging content delivery with the use of relatable examples
Limitations / Considerations
- Limitation 1: The project is based on a specific course, which may limit its scope compared to more general deep learning resources
- Limitation 2: As an educational resource, it may not be as up-to-date with the latest advancements in deep learning as other resources
Similar / Related Projects
- Project 1: Deep Learning Book by Ian Goodfellow - A widely recognized book on deep learning, providing a more general and advanced perspective on the field.
- Project 2: Fast.ai - An online deep learning course that focuses on practical applications and coding, with a strong community aspect.
- Project 3: Stanford's CS231n - A computer vision course that covers deep learning, known for its rigorous approach and cutting-edge content.
Basic Information
- GitHub: https://github.com/datawhalechina/leedl-tutorial
- Stars: 15,608
- License: Unknown
- Last Commit: 2025-08-20
📊 Project Information
- Project Name: leedl-tutorial
- GitHub URL: https://github.com/datawhalechina/leedl-tutorial
- Programming Language: Jupyter Notebook
- ⭐ Stars: 15,608
- 🍴 Forks: 3,054
- 📅 Created: 2019-07-02
- 🔄 Last Updated: 2025-08-20
🏷️ Project Topics
Topics: [, ", b, e, r, t, ", ,, , ", c, h, a, t, g, p, t, ", ,, , ", c, n, n, ", ,, , ", d, e, e, p, -, l, e, a, r, n, i, n, g, ", ,, , ", d, i, f, f, u, s, i, o, n, ", ,, , ", g, a, n, ", ,, , ", l, e, e, d, l, -, t, u, t, o, r, i, a, l, ", ,, , ", m, a, c, h, i, n, e, -, l, e, a, r, n, i, n, g, ", ,, , ", n, e, t, w, o, r, k, -, c, o, m, p, r, e, s, s, i, o, n, ", ,, , ", p, r, u, n, i, n, g, ", ,, , ", r, e, i, n, f, o, r, c, e, m, e, n, t, -, l, e, a, r, n, i, n, g, ", ,, , ", r, n, n, ", ,, , ", s, e, l, f, -, a, t, t, e, n, t, i, o, n, ", ,, , ", t, r, a, n, s, f, e, r, -, l, e, a, r, n, i, n, g, ", ,, , ", t, r, a, n, s, f, o, r, m, e, r, ", ,, , ", t, u, t, o, r, i, a, l, ", ]
🔗 Related Resource Links
🌐 Related Websites
- [
- [
- [
- Downloads
- 《机器学习》（2021年春）
This article is automatically generated by AI based on GitHub project information and README content analysis