transformer  by sannykim

Resource list for studying Transformers

created 6 years ago
544 stars

Top 59.4% on sourcepulse

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Project Summary

This repository serves as a curated collection of resources for in-depth study of the Transformer architecture, targeting researchers, engineers, and students interested in Natural Language Processing. It provides a structured learning path through papers, blog posts, lectures, code walkthroughs, and follow-up research, aiming to demystify the Transformer's mechanics and its evolution.

How It Works

The project organizes learning materials into distinct categories: original paper reviews, explanatory blog posts, academic lectures, practical code implementations, and subsequent influential papers. This multi-faceted approach caters to different learning styles, from theoretical understanding via paper discussions and lectures to practical application through code walkthroughs and exploring follow-up research like BERT and GPT.

Quick Start & Requirements

This repository is a collection of links and does not require installation or execution. All linked resources are external.

Highlighted Details

  • Comprehensive coverage of the original "Attention Is All You Need" paper through multiple review formats.
  • Links to highly regarded blog posts like "The Illustrated Transformer" for intuitive explanations.
  • Inclusion of code walkthroughs in PyTorch and TensorFlow, including annotated versions of the paper.
  • Extensive list of follow-up papers and resources on models like BERT, GPT, XLNet, and Reformer.

Maintenance & Community

This is a static collection of curated links. There is no active development or community interaction associated with this repository itself.

Licensing & Compatibility

The repository itself contains no code and is a collection of links to external resources. The licensing of the linked content varies by source.

Limitations & Caveats

As a curated list of external resources, the repository's content is dependent on the availability and maintenance of the linked external sites. Some links may become outdated or inaccessible over time.

Health Check
Last commit

1 year ago

Responsiveness

Inactive

Pull Requests (30d)
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Issues (30d)
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Star History
11 stars in the last 90 days

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