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pytorch-book

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3,769
Jupyter Notebook

Project Description

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch:入门与实战》)

pytorch-book: PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generati

Project Title

pytorch-book — Comprehensive PyTorch Tutorials and Practical Projects

Overview

The pytorch-book project is a comprehensive resource for learning PyTorch, a popular deep learning framework. It offers a structured approach to mastering PyTorch through tutorials and practical projects, making it an excellent choice for both beginners and experienced practitioners looking to expand their skills.

Key Features

  • Tutorials and Practical Projects: Covers a wide range of topics from basic usage to advanced extensions and real-world applications.
  • Jupyter Notebook Format: Allows for interactive learning and experimentation directly within the notebooks.
  • PyTorch 1.8 Compatibility: Ensures that the content is up-to-date with the latest features and improvements in PyTorch.

Use Cases

  • Deep Learning Education: Ideal for students and professionals looking to learn or teach PyTorch.
  • Research and Development: Provides a solid foundation for researchers and developers working on deep learning projects.
  • Personal Skill Development: Enables individuals to enhance their skills in neural networks, natural language processing, and computer vision.

Advantages

  • Comprehensive Coverage: Includes basic usage, advanced topics, and practical applications, making it a one-stop resource.
  • Interactive Learning: Utilizes Jupyter Notebooks for a hands-on learning experience.
  • Community Engagement: Encourages contributions and discussions through issues and pull requests.

Limitations / Considerations

  • Language Barrier: The project is primarily in Chinese, which may limit its accessibility to non-Chinese speakers.
  • Version Specificity: The tutorials are based on PyTorch 1.8, which might not be suitable for users of older or newer versions without adjustments.

Similar / Related Projects

  • Deep Learning with PyTorch: A book by Eli Stevens that covers PyTorch fundamentals and applications, differing in language and content structure.
  • Fast.ai: An open-source deep learning library that provides practical courses and tutorials, with a focus on practical applications and ease of use.
  • TensorFlow Tutorials: Offers a variety of tutorials for TensorFlow, a competing deep learning framework, providing an alternative for those interested in a different tool.

Basic Information


📊 Project Information

  • Project Name: pytorch-book
  • GitHub URL: https://github.com/chenyuntc/pytorch-book
  • Programming Language: Jupyter Notebook
  • ⭐ Stars: 12,643
  • 🍴 Forks: 3,770
  • 📅 Created: 2017-05-24
  • 🔄 Last Updated: 2025-09-17

🏷️ Project Topics

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Project Information

Created on 5/24/2017
Updated on 11/2/2025