matrix-factorization

There are 22 repositories under matrix-factorization topic.

Visualize-ML / Book4_Power-of-Matrix
Book_4_《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习；上架！
linear linear-algebra machine-learning mathematics matrix matrix-factorization
Language:Python 8559
lyst / lightfm
A Python implementation of LightFM, a hybrid recommendation algorithm.
learning-to-rank machine-learning matrix-factorization python recommender recommender-system
Language:Python 4726
benfred / implicit
Fast Python Collaborative Filtering for Implicit Feedback Datasets
collaborative-filtering machine-learning matrix-factorization recommender-system recommendation-system recommendation
Language:Python 3528
guoguibing / librec
LibRec: A Leading Java Library for Recommender Systems, see
collaborative collaborative-filtering factorization filtering java matrix matrix-factorization probabilistic-graphical-models recommendation-algorithms recommender recommender-systems sparse systems tensor tensor-factorization
Language:Java 3236
maciejkula / spotlight
Deep recommender models using PyTorch.
deep-learning learning-to-rank machine-learning matrix-factorization python pytorch recommender-system
Language:Python 2971
awesome-community-detection
benedekrozemberczki / awesome-community-detection
A curated list of community detection research papers with implementations.
bigclam clustering community-detection data-science deep-learning deepwalk dimensionality-reduction embedding factorization graph-clustering igraph machine-learning matrix-factorization network-analysis network-clustering network-science networkx node2vec social-network unsupervised-learning
Language:Python 2314
ZiyaoGeng / RecLearn
Recommender Learning with Tensorflow2.x
afm criteo ctr-prediction dcn deepcross deepfm factorization-machine ffm fm matrix-factorization ncf neural-network nfm pnn python3 recommender-system tensorflow2 widedeep xdeepfm
Language:Python 1849
Reference-LAPACK / lapack
LAPACK development repository
blas eigenvalues eigenvectors lapack lapacke linear-algebra linear-equations matrix-factorization singular-values svd
Language:Fortran 1489
cheungdaven / DeepRec
An Open-source Toolkit for Deep Learning based Recommendation with Tensorflow.
collaborative-filtering deep-learning factorization-machine matrix-factorization neural-network python rating-prediction recommendation recommendation-system recommender-systems tensorflow top-n-recommendations
Language:Python 1135
ibayer / fastFM
fastFM: A Library for Factorization Machines
factorization-machines machine-learning matrix-factorization recommender-system
Language:Python 1074
uncomplicate / neanderthal
Fast Clojure Matrix Library
api clojure clojure-library cuda gpgpu gpu gpu-computing high-performance-computing java matrix matrix-calculations matrix-factorization matrix-functions matrix-multiplication opencl vectorization
Language:Clojure 1063
MaurizioFD / 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.
bpr bprmf bprslim collaborative-filtering content-based-recommendation deep-learning evaluation-framework funksvd hybrid-recommender-system hyperparameters knn matrix-completion matrix-factorization neural-network recommendation-algorithms recommendation-system recommender-system reproducibility reproducible-research slimelasticnet
Language:Python 979
graph2vec
benedekrozemberczki / graph2vec
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
graph2vec subgraph2vec graph-wavelet graph-embedding node-embedding deepwalk word2vec node2vec struc2vec graph-kernel weisfeiler-lehman kernel matrix-factorization implicit-matrix-factorization noise-contrastive-estimation diff2vec gemsec machine-learning unsupervised-learning transformer
Language:Python 892
PreferredAI / cornac
A Comparative Framework for Multimodal Recommender Systems
collaborative-filtering matrix-factorization multimodal-learning multimodality recommendation-algorithms recommendation-engine recommendation-system recommender-system
Language:Python 863
andrewssobral / lrslibrary
Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos
rpca matrix-factorization matrix-completion tensor-decomposition tensor matlab matrix subspace-tracking subspace-learning
Language:MATLAB 825
buffalo
kakao / buffalo
TOROS Buffalo: A fast and scalable production-ready open source project for recommender systems
cpp machine-learning matrix-factorization python recommender-system
Language:Python 575
AmazingDD / daisyRec
Official code for "DaisyRec 2.0: Benchmarking Recommendation for Rigorous Evaluation" (TPAMI2022) and "Are We Evaluating Rigorously? Benchmarking Recommendation for Reproducible Evaluation and Fair Comparison" (RecSys2020)
afm biasmf cdae collaborative-filtering deepfm ease factorization-machines item2vec k-nearest-neighbors matrix-factorization neumf neural-collaborative-filtering nfm pytorch recommender-system slim svdpp vae
Language:Python 545
mims-harvard / nimfa
Nimfa: Nonnegative matrix factorization in Python
matrix-factorization latent-features latent-variable-models nonnegative-matrix-factorization embeddings
Language:Python 536
zenogantner / MyMediaLite
recommender system library for the CLR (.NET)
collaborative-filtering evaluation item-prediction matrix-factorization rating-prediction recommender-systems
Language:C# 502
yihong-chen / neural-collaborative-filtering
pytorch version of neural collaborative filtering
collaborative-filtering deep-learning matrix-factorization python recommender-systems
Language:Jupyter Notebook 470
conradsnicta / armadillo-code
Armadillo: fast C++ library for linear algebra & scientific computing - https://arma.sourceforge.net
armadillo blas expression-template gaussian-mixture-models lapack linear-algebra linear-algebra-library linear-solvers math-library matlab matrix-factorization matrix-functions matrix-inverse openmp rcpparmadillo scientific-computing signal-processing-algorithms solver sparse-matrix statistics
469
cnclabs / smore
SMORe: Modularize Graph Embedding for Recommendation
knowledge-graph matrix-factorization network-embedding representation-learning
Language:C++ 375
Gsunshine / Enjoy-Hamburger
[ICLR 2021 top 3%] Is Attention Better Than Matrix Decomposition?
attention deq differentiable-programming implicit matrix-factorization optimization
Language:Python 324
AttentionWalk
benedekrozemberczki / AttentionWalk
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
attention deep-learning deepwalk graph-attention graph-neural-networks graph-representation-learning implicit-factorization machine-learning matrix-factorization neurips neurips-2018 nips node2vec pytorch sklearn structural-attention tensorflow torch walklet word2vec
Language:Python 315
chyikwei / recommend
recommendation system with python
python matrix-factorization recommendation-system
Language:Python 309
hiroyuki-kasai / NMFLibrary
NMFLibrary: Non-negative Matrix Factorization (NMF) Library: Version 2.1
clustering-algorithm constrained-optimization data-analysis divergence gradient-descent matlab-toolbox matrix-factorization nmf nonnegative-matrix-factorization nonnegativity-constraints online-learning optimization-algorithms orthogonal probabilistic-matrix-factorization robust-optimization sparse-representations stochastic-optimizers
Language:MATLAB 303
MetaRec
khanhnamle1994 / MetaRec
PyTorch Implementations For A Series Of Deep Learning-Based Recommendation Models
deep-learning recommender-systems collaborative-filtering movielens-dataset matrix-factorization multilayer-perceptron autoencoders pytorch wandb tensorboard tensorflow ranking django cometml meta-learning boltzmann-machines
Language:Python 297
sisinflab / elliot
Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation
bprmf collaborative-filtering content-based-recommendation deepfm funksvd k-nearest-neighbours k-nn keras knowledge-graph machine-learning matrix-factorization neural-collaborative-filtering nfm recommendations recommender-system slim svdpp tensorflow2 vae
Language:Python 272
GEMSEC
benedekrozemberczki / GEMSEC
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
clustering m-nmf deepwalk node2vec word2vec tensorflow gemsec facebook deezer community-detection matrix-factorization implicit-factorization embedding neural-network semisupervised-learning unsupervised-learning gensim machine-learning network-embedding graph-embedding
Language:Python 252
evfro / 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.
recommender-system evaluation matrix-factorization tensor-factorization top-n-recommendations collaborative-filtering
Language:Python 251
xiangyue9607 / BioNEV
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
biomedical-graphs biomedical-networks deepwalk gae graph-embedding graph-embedding-methods graph-embeddings-evaluation graph-factorization line-embedding link-prediction matrix-factorization network-embedding node-classification node2vec sdne struc2vec
Language:Python 222
dlaptev / RobustPCA
Robust PCA implementation and examples (Matlab)
admm computer-vision matlab matrix-factorization principal-component-analysis robust-pca video-decomposition
Language:Matlab 195
lsjsj92 / recommender_system_with_Python
recommender system tutorial with Python
python recommender-system recommendation-system recommendation-engine matrix-factorization machine-learning recommendations recommender collaborative-filtering chatgpt openai
Language:Jupyter Notebook 191
xptree / NetMF
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec
deepwalk matrix-factorization network-embedding node2vec social-network social-network-analysis
Language:Python 185
jrzaurin / RecoTour
A tour through recommendation algorithms in python [IN PROGRESS]
recommendation-algorithms python3 collaborative-filtering matrix-factorization lightgbm deep-learning
Language:Jupyter Notebook 176
ustcml / RecStudio
A highly-modularized and recommendation-efficient recommendation library based on PyTorch.
collaborative-filtering ctr-prediction deep-learning factorization-machines knowledge-graph matrix-factorization pytorch recommender-system sequential-recommendation graph-neural-networks
Language:Python 173