All Categories → Machine Learning → matrix-factorization

Top 78 matrix-factorization open source projects

Deep recommender models using PyTorch.

✭ 2,623

python shell deep-learning machine-learning pytorch recommender-system matrix-factorization learning-to-rank

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

✭ 210

python machine-learning tensorflow neural-network facebook clustering unsupervised-learning word2vec matrix-factorization gensim

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

Cofactor

CoFactor: Regularizing Matrix Factorization with Item Co-occurrence

✭ 160

python jupyter-notebook recommender-system embeddings matrix-factorization

Netmf

Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec

✭ 158

python social-network matrix-factorization

Bionev

Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)

✭ 155

python matrix-factorization

Cumf als

CUDA Matrix Factorization Library with Alternating Least Square (ALS)

✭ 154

machine-learning gpu cuda matrix-factorization machine

Nmflibrary

MATLAB library for non-negative matrix factorization (NMF): Version 1.8.1

✭ 153

matlab data-analysis machine-learning-algorithms bigdata matrix-factorization optimization-algorithms gradient-descent online-learning

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

Robustpca

Robust PCA implementation and examples (Matlab)

✭ 138

matlab computer-vision matrix-factorization

Awesome Community Detection

A curated list of community detection research papers with implementations.

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

Scikit Fusion

scikit-fusion: Data fusion via collective latent factor models

✭ 103

python embeddings matrix-factorization

Carskit

Java-Based Context-aware Recommendation Library

✭ 98

java recommender-system matrix-factorization context recommendation-engine

Flurs

🌊 FluRS: A Python library for streaming recommendation algorithms

✭ 97

python machine-learning data-science recommender-system matrix-factorization factorization-machines

Expo Mf

Exposure Matrix Factorization: modeling user exposure in recommendation

✭ 81

python jupyter-notebook recommender-system matrix-factorization

Recosystem

Recommender System Using Parallel Matrix Factorization

✭ 74

recommender-system matrix-factorization

Mads.jl

MADS: Model Analysis & Decision Support

✭ 71

julia machine-learning high-performance-computing matrix-factorization data-analytics calibration

Tene

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

✭ 69

python deep-learning machine-learning pytorch tensorflow feature-extraction matrix-factorization

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

Tadw

An implementation of "Network Representation Learning with Rich Text Information" (IJCAI '15).

✭ 43

python machine-learning awesome data-science data-mining unsupervised-learning word2vec text-mining matrix-factorization gensim

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

Orange3 Recommendation

🍊 👎 Add-on for Orange3 to support recommender systems.

✭ 21

python recommender-system matrix-factorization

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

Robust Nmf

Python PyTorch (GPU) and NumPy (CPU)-based port of Févotte and Dobigeon's robust-NMF algorithm appearing in "Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization."

✭ 25

python pytorch matrix-factorization

Neanderthal

Fast Clojure Matrix Library

✭ 927

java clojure api gpu cuda matrix opencl gpgpu high-performance-computing gpu-computing matrix-factorization vectorization

Fastfm

fastFM: A Library for Factorization Machines

✭ 908

python machine-learning recommender-system matrix-factorization factorization-machines

Suitesparse

SuiteSparse: a suite of sparse matrix packages by T. A. Davis et al. (This repository contains copies of the official versions.)

✭ 19

c linear-algebra matrix-factorization

Medusa

Jumping across biomedical contexts using compressive data fusion

✭ 5

python matrix-factorization

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

Lrslibrary

Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos

✭ 625

matlab matrix tensor matrix-factorization

Recommender System With Tf2.0

Recurrence the recommender paper with Tensorflow2.0

✭ 622

python python3 neural-network recommender-system matrix-factorization

Graph2vec

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

✭ 605

python machine-learning kernel unsupervised-learning word2vec line matrix-factorization

Buffalo

TOROS Buffalo: A fast and scalable production-ready open source project for recommender systems

✭ 498

python cpp machine-learning recommender-system matrix-factorization

Nimfa

Nimfa: Nonnegative matrix factorization in Python

✭ 440

python embeddings matrix-factorization

Armadillo Code

Armadillo: fast C++ library for linear algebra & scientific computing - http://arma.sourceforge.net

✭ 388

matlab cpp11 machine-learning statistics matrix scientific-computing vector linear-algebra hpc matrix-factorization openmp blas

Lightfm

A Python implementation of LightFM, a hybrid recommendation algorithm.

✭ 3,884

python machine-learning recommender-system matrix-factorization recommender learning-to-rank

Smore

SMORe: Modularize Graph Embedding for Recommendation

✭ 307

knowledge-graph representation-learning matrix-factorization

Cornac

A Comparative Framework for Multimodal Recommender Systems

✭ 308

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

Recommend

recommendation system with python

✭ 284

python matrix-factorization recommendation-system

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

java scala matrix collaborative-filtering tensor matrix-factorization filtering collaborative systems sparse recommender tensor-factorization factorization recommender-systems recommendation-algorithms probabilistic-graphical-models

Attentionwalk

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

✭ 266

python deep-learning machine-learning pytorch tensorflow word2vec attention torch sklearn matrix-factorization

Neural Collaborative Filtering

pytorch version of neural collaborative filtering

✭ 263

python jupyter-notebook deep-learning collaborative-filtering matrix-factorization

pprec

a recommender engine node-js package for general use and easy to integrate.

✭ 29

typescript matrix-factorization recommendation-engine recommender-system privacy-preserving

galileo

Scala Math - Numerical (Matlab-like) and Symbolic (Mathematica-like) tool

✭ 62

scala Dockerfile calculus parser-combinators geometry matrix-factorization tensor riemann matrix-calculations einstein matrix-decompositions

NMFADMM

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).