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robi56/Deep-Learning-for-Recommendation-Systems

The recsys research bibliography you wish you had

It collects the scattered literature on neural recommender systems into one annotated reading list.

2.9k stars LearningDomain Apps
Deep-Learning-for-Recommendation-Systems
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What it does This repository is a curated bibliography, not a framework. It gathers links to 37 academic papers, blog posts, workshops, tutorials, books, and open-source tools that apply deep learning to recommender systems. Think of it as a literature review compiled by hand: every entry is an external pointer, with no original code or experiments inside the repo itself.

The interesting bit The curation spans the arc from 2007 Restricted Boltzmann Machines to 2019 self-attentive neural networks, and it explicitly pairs papers with companion code when available. That turns a simple list into a practical launchpad for researchers who want to read the paper and then immediately inspect the implementation.

Key highlights

  • 37 papers covering autoencoders, CNNs, RNNs, and factorization machines, many with direct PDF and code links.
  • Pointers to workshops like DLRS and RecNLP, plus RecSys 2017 tutorial slides.
  • A software section listing libraries such as Spotlight, Amazon DSSTNE, and DeepRecommender.
  • Two foundational books: Practical Recommender Systems and the Recommender Systems Handbook.

Verdict Bookmark this if you are surveying the field or writing a related-work section; look elsewhere if you need a single, installable recommender library.

Frequently asked

What is robi56/Deep-Learning-for-Recommendation-Systems?
It collects the scattered literature on neural recommender systems into one annotated reading list.
Is Deep-Learning-for-Recommendation-Systems open source?
Yes — robi56/Deep-Learning-for-Recommendation-Systems is an open-source project tracked on heatdrop.
How popular is Deep-Learning-for-Recommendation-Systems?
robi56/Deep-Learning-for-Recommendation-Systems has 2.9k stars on GitHub.
Where can I find Deep-Learning-for-Recommendation-Systems?
robi56/Deep-Learning-for-Recommendation-Systems is on GitHub at https://github.com/robi56/Deep-Learning-for-Recommendation-Systems.

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