Top 23 recommender-system Open-Source Projects

• d2l-en

  6 21,564 8.7 Python

  Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

  

• qdrant

  139 17,718 9.9 Rust

  Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

  

  Project mention: Ask HN: Has Anyone Trained a personal LLM using their personal notes? | news.ycombinator.com | 2024-04-03

  I'm currently looking to implement locally, using QDrant [1] for instance.

  I'm just playing around, but it makes sense to have a runnable example for our users at work too :) [2].

  [1]. https://qdrant.tech/

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• Weaviate

  76 9,359 10.0 Go

  Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

  

  Project mention: pgvecto.rs alternatives - qdrant and Weaviate | libhunt.com/r/pgvecto.rs | 2024-03-13

• gorse

  8 8,012 7.1 Go

  Gorse open source recommender system engine

  

• LightFM

  0 4,593 4.8 Python

  A Python implementation of LightFM, a hybrid recommendation algorithm.

  

• implicit

  3 3,412 6.2 Python

  Fast Python Collaborative Filtering for Implicit Feedback Datasets

• catalyst

  1 3,221 0.0 Python

  Accelerated deep learning R&D (by catalyst-team)

  

  Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

• WorkOS

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• spotlight

  0 2,934 0.0 Python

  Deep recommender models using PyTorch. (by maciejkula)

• awesome-causality-algorithms

  1 2,788 3.5

  An index of algorithms for learning causality with data

  Project mention: Why the world needs computational social science | news.ycombinator.com | 2023-10-02

  https://github.com/rguo12/awesome-causality-algorithms

  "The limits of graphical causal discovery" (2021)

• ml-surveys

  1 2,736 0.0

  📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.

• hora

  9 2,552 0.0 Rust

  🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .

  

  Project mention: Building a Vector Database with Rust to Make Use of Vector Embeddings | /r/rust | 2023-06-01

  We have been playing around with Hora as a replacement for the Rust-CV implementation as we want PQ as well. I'll check out instanct-distance, looks very interesting!

• recommenders

  1 1,748 5.6 Python

  TensorFlow Recommenders is a library for building recommender system models using TensorFlow. (by tensorflow)

  

• torchrec

  1 1,719 9.7 Python

  Pytorch domain library for recommendation systems

  

• neural_collaborative_filtering

  1 1,707 0.0 Python

  Neural Collaborative Filtering

• usearch

  20 1,611 9.8 C++

  Fast Open-Source Search & Clustering engine × for Vectors & 🔜 Strings × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

  

  Project mention: USearch SQLite Extensions for Vector and Text Search | news.ycombinator.com | 2024-02-22

• EasyRec

  1 1,467 8.1 Python

  A framework for large scale recommendation algorithms.

  

  Project mention: FLaNK Stack Weekly for 20 June 2023 | dev.to | 2023-06-20

  Recommendation Framework https://github.com/alibaba/EasyRec

• TensorRec

  0 1,250 0.0 Python

  A TensorFlow recommendation algorithm and framework in Python.

• fastFM

  0 1,063 0.0 Python

  fastFM: A Library for Factorization Machines

• Transformers4Rec

  4 1,021 7.2 Python

  Transformers4Rec is a flexible and efficient library for sequential and session-based recommendation and works with PyTorch.

  

• NVTabular

  1 1,002 5.5 Python

  NVTabular is a feature engineering and preprocessing library for tabular data designed to quickly and easily manipulate terabyte scale datasets used to train deep learning based recommender systems.

  

• LLM4Rec-Awesome-Papers

  1 741 8.0

  A list of awesome papers and resources of recommender system on large language model (LLM).

  Project mention: LLMS4Rec through RAG? | /r/LocalLLaMA | 2023-12-09

  I recently came across LLM4Rec-Awesome and felt inspired to build something small based on some of those papers-- essentially, it will be a RAG-powered, recommendation engine for games (and eventually much more).

• RecSysDatasets

  1 702 3.9 Python

  This is a repository of public data sources for Recommender Systems (RS).

  

• disco

  4 521 5.9 Ruby

  Recommendations for Ruby and Rails using collaborative filtering

• SaaSHub

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• A note from our sponsor - InfluxDB
  www.influxdata.com | 18 Apr 2024

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