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 8929
lyst / lightfm
A Python implementation of LightFM, a hybrid recommendation algorithm.
machine-learning recommender python matrix-factorization learning-to-rank recommender-system
Language:Python 4796
benfred / implicit
Fast Python Collaborative Filtering for Implicit Feedback Datasets
collaborative-filtering machine-learning matrix-factorization recommender-system recommendation-system recommendation
Language:Python 3583
guoguibing / librec
LibRec: A Leading Java Library for Recommender Systems, see
recommender-systems recommendation-algorithms collaborative-filtering matrix-factorization tensor-factorization probabilistic-graphical-models recommender systems factorization matrix tensor collaborative filtering sparse java
Language:Java 3243
maciejkula / spotlight
Deep recommender models using PyTorch.
recommender-system deep-learning learning-to-rank python machine-learning matrix-factorization pytorch
Language:Python 2996
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 2343
ZiyaoGeng / RecLearn
Recommender Learning with Tensorflow2.x
recommender-system python3 ctr-prediction criteo neural-network factorization-machine tensorflow2 deepfm afm xdeepfm pnn widedeep nfm ncf dcn deepcross fm ffm matrix-factorization
Language:Python 1869
Reference-LAPACK / lapack
LAPACK development repository
blas eigenvalues eigenvectors lapack lapacke linear-algebra linear-equations matrix-factorization singular-values svd
Language:Fortran 1542
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 1139
ibayer / fastFM
fastFM: A Library for Factorization Machines
machine-learning recommender-system factorization-machines matrix-factorization
Language:Python 1079
uncomplicate / neanderthal
Fast Clojure Matrix Library
clojure clojure-library matrix gpu gpu-computing gpgpu opencl cuda high-performance-computing vectorization api matrix-factorization matrix-multiplication matrix-functions matrix-calculations java
Language:Clojure 1079
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 985
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 908
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 897
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 844
buffalo
kakao / buffalo
TOROS Buffalo: A fast and scalable production-ready open source project for recommender systems
python cpp recommender-system machine-learning matrix-factorization
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)
recommender-system matrix-factorization factorization-machines item2vec k-nearest-neighbors pytorch slim neural-collaborative-filtering svdpp biasmf collaborative-filtering neumf deepfm nfm cdae vae afm ease
Language:Python 551
mims-harvard / nimfa
Nimfa: Nonnegative matrix factorization in Python
embeddings latent-features latent-variable-models matrix-factorization nonnegative-matrix-factorization
Language:Python 546
zenogantner / MyMediaLite
recommender system library for the CLR (.NET)
collaborative-filtering evaluation item-prediction matrix-factorization rating-prediction recommender-systems
Language:C# 503
yihong-chen / neural-collaborative-filtering
pytorch version of neural collaborative filtering
collaborative-filtering deep-learning matrix-factorization python recommender-systems
Language:Jupyter Notebook 486
conradsnicta / armadillo-code
Armadillo: fast C++ library for linear algebra & scientific computing - https://arma.sourceforge.net
linear-algebra matrix-functions linear-algebra-library statistics matlab blas lapack scientific-computing armadillo openmp gaussian-mixture-models sparse-matrix expression-template matrix-factorization solver matrix-inverse linear-solvers signal-processing-algorithms math-library rcpparmadillo
478
cnclabs / smore
SMORe: Modularize Graph Embedding for Recommendation
knowledge-graph matrix-factorization network-embedding representation-learning
Language:C++ 374
Gsunshine / Enjoy-Hamburger
[ICLR 2021 top 3%] Is Attention Better Than Matrix Decomposition?
attention differentiable-programming implicit deq matrix-factorization optimization
Language:Python 328
AttentionWalk
benedekrozemberczki / AttentionWalk
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
pytorch torch attention deepwalk node2vec word2vec matrix-factorization deep-learning structural-attention walklet graph-representation-learning sklearn tensorflow nips neurips graph-attention implicit-factorization graph-neural-networks neurips-2018 machine-learning
Language:Python 323
hiroyuki-kasai / NMFLibrary
NMFLibrary: Non-negative Matrix Factorization (NMF) Library: Version 2.1
nmf optimization-algorithms matrix-factorization data-analysis constrained-optimization gradient-descent matlab-toolbox online-learning stochastic-optimizers robust-optimization sparse-representations orthogonal nonnegative-matrix-factorization nonnegativity-constraints probabilistic-matrix-factorization clustering-algorithm divergence
Language:MATLAB 316
chyikwei / recommend
recommendation system with python
matrix-factorization python recommendation-system
Language:Python 310
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 300
RePlay
sb-ai-lab / RePlay
A Comprehensive Framework for Building End-to-End Recommendation Systems with State-of-the-Art Models
algorithms distributed-computing evaluation machine-learning pyspark pytorch recommendation-algorithms recommender-system collaborative-filtering deep-learning matrix-factorization recsys transformers
Language:Python 298
sisinflab / elliot
Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation
recommender-system machine-learning collaborative-filtering content-based-recommendation bprmf matrix-factorization vae svdpp funksvd slim neural-collaborative-filtering k-nn k-nearest-neighbours nfm knowledge-graph recommendations tensorflow2 keras deepfm
Language:Python 278
GEMSEC
benedekrozemberczki / GEMSEC
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
clustering community-detection deepwalk deezer embedding facebook gemsec gensim graph-embedding implicit-factorization m-nmf machine-learning matrix-factorization network-embedding neural-network node2vec semisupervised-learning tensorflow unsupervised-learning word2vec
Language:Python 254
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 252
xiangyue9607 / BioNEV
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
graph-embedding graph-embeddings-evaluation graph-embedding-methods biomedical-networks node-classification link-prediction network-embedding deepwalk node2vec line-embedding struc2vec sdne gae matrix-factorization graph-factorization biomedical-graphs
Language:Python 226
dlaptev / RobustPCA
Robust PCA implementation and examples (Matlab)
matrix-factorization robust-pca computer-vision principal-component-analysis video-decomposition matlab admm
Language:MATLAB 199
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 195
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 186
USTCLLM / 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 180