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Top 88 collaborative-filtering open source projects

Recommendationsystem

Book recommender system using collaborative filtering based on Spark

✭ 244

python spark collaborative-filtering recommendation-system

Recommender

A C library for product recommendations/suggestions using collaborative filtering (CF)

✭ 238

c machine-learning collaborative-filtering recommendation-engine

Recommender System

A developing recommender system in tensorflow2. Algorithm: UserCF, ItemCF, LFM, SLIM, GMF, MLP, NeuMF, FM, DeepFM, MKR, RippleNet, KGCN and so on.

✭ 227

python knowledge-graph recommender-system keras-tensorflow collaborative-filtering

Tutorials

AI-related tutorials. Access any of them for free → https://towardsai.net/editorial

✭ 204

python jupyter-notebook deep-learning machine-learning nlp tutorial data-science neural-networks programming math mathematics sentiment-analysis linear-algebra collaborative-filtering recommendation-system

Deep Learning For Recommendation Systems

This repository contains Deep Learning based articles , paper and repositories for Recommender Systems

✭ 2,493

deep-learning machine-learning tensorflow neural-network recommender-system collaborative-filtering music-recommendation hybrid-recommendation

Polara

Recommender system and evaluation framework for top-n recommendations tasks that respects polarity of feedbacks. Fast, flexible and easy to use. Written in python, boosted by scientific python stack.

✭ 205

python recommender-system evaluation collaborative-filtering matrix-factorization

Implicit

Fast Python Collaborative Filtering for Implicit Feedback Datasets

✭ 2,569

python cython Cuda C++c machine-learning recommender-system collaborative-filtering matrix-factorization

Collaborativememorynetwork

Collaborative Memory Network for Recommendation Systems, SIGIR 2018

✭ 170

python deep-learning recommender-system collaborative-filtering

Book recommend

基于协同过滤的书籍推荐系统

✭ 149

python django collaborative-filtering

Rsparse

Fast and accurate machine learning on sparse matrices - matrix factorizations, regression, classification, top-N recommendations.

✭ 145

r recommender-system collaborative-filtering matrix-factorization factorization-machines svd

Recotour

A tour through recommendation algorithms in python [IN PROGRESS]

✭ 140

python3 jupyter-notebook deep-learning collaborative-filtering matrix-factorization lightgbm

Movielens Recommender

A pure Python implement of Collaborative Filtering based on MovieLens' dataset.

✭ 131

python recommender-system collaborative-filtering

Deeprecommender

Deep learning for recommender systems

✭ 1,593

python deep-learning gpu collaborative-filtering recommendation-engine deep-autoencoders

Rectorch

rectorch is a pytorch-based framework for state-of-the-art top-N recommendation

✭ 121

python pytorch generative-adversarial-network pypi recommender-system autoencoder collaborative-filtering variational-autoencoder matrix-factorization

Metarec

PyTorch Implementations For A Series Of Deep Learning-Based Recommendation Models (IN PROGRESS)

✭ 120

python deep-learning pytorch tensorflow django meta-learning collaborative-filtering matrix-factorization tensorboard

Deep Autoencoders For Collaborative Filtering

Using Deep Autoencoders for predictions of movie ratings.

✭ 101

python deep-learning tensorflow autoencoder collaborative-filtering

Enmf

This is our implementation of ENMF: Efficient Neural Matrix Factorization (TOIS. 38, 2020). This also provides a fair evaluation of existing state-of-the-art recommendation models.

✭ 96

python deep-learning recommender-system evaluation reproducible-research collaborative-filtering reproducibility

Deepicf

TensorFlow Implementation of Deep Item-based Collaborative Filtering Model for Top-N Recommendation

✭ 86

python deep-neural-networks collaborative-filtering

Movie Recommender System

Basic Movie Recommendation Web Application using user-item collaborative filtering.

✭ 85

html machine-learning recommender-system collaborative-filtering recommendation-system rate recommendation-engine

Fastai

R interface to fast.ai

✭ 85

r audio object-detection gpu text timeseries vision darknet collaborative-filtering medical cyclegan

Neural collaborative filtering

Neural Collaborative Filtering

✭ 1,243

python deep-learning recommender-system collaborative-filtering

Graphmat

GraphMat graph analytics framework

✭ 81

graph distributed graphs collaborative-filtering

Recommend

Python 3.6 下的推荐算法解析，尽量使用简单的语言剖析原理，相似度度量、协同过滤、矩阵分解等

✭ 72

python collaborative-filtering svd

Rankfm

Factorization Machines for Recommendation and Ranking Problems with Implicit Feedback Data

✭ 71

python machine-learning recommender-system collaborative-filtering factorization-machines

Gorse

An open source recommender system service written in Go

✭ 1,148

go machine-learning restful-api data-mining recommender-system machinelearning collaborative-filtering

Research On Collaborative Filtering Algorithms

Research on Collaborative Filtering Algorithms

✭ 66

python algorithms collaborative-filtering

Cmfrec

(Python, R, C) Collective (multi-view/multi-way) matrix factorization, including cold-start functionality (recommender systems, imputation, dimensionality reduction)

✭ 63

c collaborative-filtering

Collaborative Deep Learning For Recommender Systems

The hybrid model combining stacked denoising autoencoder with matrix factorization is applied, to predict the customer purchase behavior in the future month according to the purchase history and user information in the Santander dataset.

✭ 60

python data-science recommender-system autoencoder collaborative-filtering

Consimilo

A Clojure library for querying large data-sets on similarity

✭ 54

clojure recommender-system collaborative-filtering similarity

Deepmatch

A deep matching model library for recommendations & advertising. It's easy to train models and to export representation vectors which can be used for ANN search.

✭ 1,051

python collaborative-filtering matching factorization-machines

Elliot

Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation

✭ 49

python machine-learning keras knowledge-graph recommender-system vae collaborative-filtering matrix-factorization slim

Recoder

Large scale training of factorization models for Collaborative Filtering with PyTorch

✭ 46

python deep-learning machine-learning pytorch recommender-system autoencoder collaborative-filtering matrix-factorization

Gluonrank

Ranking made easy

✭ 39

python mxnet collaborative-filtering gluon

Movie

Personalized real-time movie recommendation system

✭ 37

java real-time movie collaborative-filtering rating recommendation-system

Deeprec

An Open-source Toolkit for Deep Learning based Recommendation with Tensorflow.

✭ 954

python deep-learning tensorflow neural-network collaborative-filtering matrix-factorization recommendation-system

Mrsr

MRSR - Matlab Recommender Systems Research is a software framework for evaluating collaborative filtering recommender systems in Matlab.

✭ 13

matlab algorithm evaluation collaborative-filtering matrix-factorization

Recsys19 hybridsvd

Accompanying code for reproducing experiments from the HybridSVD paper. Preprint is available at https://arxiv.org/abs/1802.06398.

✭ 23

jupyter-notebook recommender-system collaborative-filtering

Letterboxd recommendations

Scraping publicly-accessible Letterboxd data and creating a movie recommendation model with it that can generate recommendations when provided with a Letterboxd username

✭ 23

python flask web-scraping collaborative-filtering svd

Recsys2019 deeplearning evaluation

This is the repository of our article published in RecSys 2019 "Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches" and of several follow-up studies.

✭ 780

python deep-learning neural-network recommender-system reproducible-research collaborative-filtering matrix-factorization reproducibility recommendation-system

Recbole

A unified, comprehensive and efficient recommendation library

✭ 780

python deep-learning pytorch knowledge-graph collaborative-filtering recommendation-system

Neurec

Next RecSys Library

✭ 731

python deep-learning tensorflow convolutional-neural-networks neural-networks social-network autoencoder collaborative-filtering variational-autoencoder adversarial-learning

Newsrecommendsystem

个性化新闻推荐系统，A news recommendation system involving collaborative filtering,content-based recommendation and hot news recommendation, can be adapted easily to be put into use in other circumstances.

✭ 557

java recommender-system collaborative-filtering

Neural graph collaborative filtering

Neural Graph Collaborative Filtering, SIGIR2019

✭ 517

python recommender-system collaborative-filtering

Pytorch Fm

Factorization Machine models in PyTorch

✭ 455

python pytorch collaborative-filtering factorization-machines

Competitive Recsys

A collection of resources for Recommender Systems (RecSys)

✭ 434

collaborative-filtering

Vae cf

Variational autoencoders for collaborative filtering

✭ 386

jupyter-notebook bayesian-inference collaborative-filtering variational-autoencoder

Rspapers

A Curated List of Must-read Papers on Recommender System.

✭ 4,140

deep-learning recommender-system collaborative-filtering survey social-recommendation read-papers deep-learning-based-rs social-recommender

Recommendation Systems Paperlist

Papers about recommendation systems that I am interested in

✭ 308

deep-learning social-network recommender-system collaborative-filtering survey

Cornac

A Comparative Framework for Multimodal Recommender Systems

✭ 308

python recommender-system collaborative-filtering matrix-factorization recommendation-system recommendation-engine

Paperlist For Recommender Systems

Recommender Systems Paperlist that I am interested in

✭ 293

embeddings collaborative-filtering

Summary Of Recommender System Papers

阅读过的推荐系统论文的归类总结，持续更新中…

✭ 288

deep-learning paper recommender-system collaborative-filtering summary

Daisyrec

A developing recommender system in pytorch. Algorithm: KNN, LFM, SLIM, NeuMF, FM, DeepFM, VAE and so on, which aims to fair comparison for recommender system benchmarks

✭ 280

python pytorch recommender-system vae collaborative-filtering matrix-factorization slim factorization-machines

Librec

LibRec: A Leading Java Library for Recommender Systems, see

✭ 3,045