the-incredible-pytorch  by ritchieng

Curated list of PyTorch resources

created 8 years ago
12,019 stars

Top 4.2% on sourcepulse

GitHubView on GitHub
Project Summary

This repository is a comprehensive, community-driven curated list of resources for PyTorch users, covering tutorials, papers, projects, and libraries across a vast spectrum of deep learning domains. It serves as a central hub for developers, researchers, and practitioners looking to explore, learn, and implement PyTorch-based solutions, from foundational concepts to cutting-edge applications like LLMs and geometric deep learning.

How It Works

The project functions as a living, evolving knowledge base, meticulously organized into hierarchical categories and subcategories. It aggregates links to official documentation, research papers, GitHub repositories, and practical code examples, providing a structured overview of the PyTorch ecosystem. The curation emphasizes breadth and depth, aiming to capture the most relevant and impactful resources for each topic.

Quick Start & Requirements

This is a curated list, not a runnable software package. No installation or execution is required.

Highlighted Details

  • Extensive coverage of Large Language Models (LLMs), including tutorials, training methodologies, inference engines (e.g., VLLM), and specific models (e.g., Llama, Mistral).
  • Detailed sections on Computer Vision tasks like Object Detection (YOLO variants, MMDetection), Segmentation, and Super-resolution.
  • Broad coverage of Geometric Deep Learning, featuring libraries like PyTorch Geometric and various graph neural network architectures.
  • Includes resources for advanced topics such as Continual Learning, Quantization, Explainability (SHAP, Captum), and Spiking Neural Networks.

Maintenance & Community

The project relies on community contributions via pull requests and issues. It links to the PyTorch Discussion Forum and StackOverflow tags for community interaction.

Licensing & Compatibility

The repository itself is a list of links and does not have a specific license. The linked resources will have their own licenses, which users must adhere to.

Limitations & Caveats

As a curated list, the quality and maintenance of individual linked resources are external to this project. The sheer volume of information may require significant effort to navigate and evaluate.

Health Check
Last commit

6 days ago

Responsiveness

1 day

Pull Requests (30d)
2
Issues (30d)
1
Star History
199 stars in the last 90 days

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