deeplearning-papernotes  by dennybritz

Deep learning paper notes and summaries

created 9 years ago
4,420 stars

Top 11.3% on sourcepulse

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Project Summary

This repository serves as a curated collection of summaries and notes for deep learning research papers, primarily targeting researchers and practitioners in the field. It aims to provide quick access to key findings and methodologies from significant publications, facilitating learning and staying updated with advancements in deep learning.

How It Works

The repository is structured chronologically by publication date, with each entry linking to the original paper (often via arXiv) and sometimes to associated code or articles. It covers a broad spectrum of deep learning topics, including reinforcement learning, natural language processing, computer vision, and generative models, offering a historical overview and a snapshot of influential research.

Quick Start & Requirements

This is a static collection of links and summaries; no installation or specific software requirements are needed to browse the content.

Highlighted Details

  • Extensive coverage of seminal papers in deep learning from 2013 to 2018.
  • Links to papers, code, and supplementary articles for deeper dives.
  • Chronological organization aids in tracking the evolution of research trends.
  • Covers a wide array of subfields within deep learning.

Maintenance & Community

The repository appears to be a personal collection with no explicit mention of active maintenance, community features, or a roadmap.

Licensing & Compatibility

The repository itself does not specify a license. The linked papers are subject to their respective licenses and terms of use.

Limitations & Caveats

The content is a snapshot from early 2018 and does not include research published after that date. The summaries are brief and may not capture the full nuance of each paper.

Health Check
Last commit

7 years ago

Responsiveness

1 day

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Star History
7 stars in the last 90 days

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