factorization-machines

There are 21 repositories under factorization-machines topic.

DeepCTR
shenweichen / DeepCTR
Easy-to-use,Modular and Extendible package of deep-learning based CTR models .
autoint click-through-rate ctr deep-learning deepcross deepfm deepinterestevolutionnetwork deepinterestnetwork dien din esmm factorization-machines ffm fgcnn mlr mmoe nfm ple recommendation xdeepfm
Language:Python 7338
aksnzhy / xlearn
High performance, easy-to-use, and scalable machine learning (ML) package, including linear model (LR), factorization machines (FM), and field-aware factorization machines (FFM) for Python and CLI interface.
machine-learning statistics data-science data-analysis factorization-machines ffm fm
Language:C++ 3076
shenweichen / 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.
dssm youtubednn mind collaborative-filtering factorization-machines matching recommendation comirec
Language:Python 2142
ibayer / fastFM
fastFM: A Library for Factorization Machines
factorization-machines machine-learning matrix-factorization recommender-system
Language:Python 1064
rixwew / pytorch-fm
Factorization Machine models in PyTorch
factorization-machines pytorch deepfm xdeepfm autoint ffm fm nfm fnfm dcn pnn movielens-dataset criteo-dataset avazu-dataset ctr-prediction collaborative-filtering neural-collaborative-filtering hofm
Language:Python 978
geffy / tffm
TensorFlow implementation of an arbitrary order Factorization Machine
factorization-machines tensorflow research-project
Language:Jupyter Notebook 783
cnkuangshi / LightCTR
Lightweight and Scalable framework that combines mainstream algorithms of Click-Through-Rate prediction based computational DAG, philosophy of Parameter Server and Ring-AllReduce collective communication.
machine-learning deep-learning factorization-machines distributed-systems parameter-server model-compression computational-graphs
Language:C++ 674
DataCanvasIO / DeepTables
DeepTables: Deep-learning Toolkit for Tabular data
afm autoint ctr-prediction dcn-model deep-learning deepfm factorization-machines fgcnn fibinet fm pnn structured-data tabular-data wide-and-deep xdeepfm
Language:Python 635
AmazingDD / daisyRec
This is the repository of our article published in RecSys 2020 "Are We Evaluating Rigorously? Benchmarking Recommendation for Reproducible Evaluation and Fair Comparison" and of several follow-up studies.
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 544
hexiangnan / neural_factorization_machine
TenforFlow Implementation of Neural Factorization Machine
deep-learning factorization-machines neural-factorization-machines recommender-system
Language:Python 465
hexiangnan / attentional_factorization_machine
TensorFlow Implementation of Attentional Factorization Machine
deep-learning factorization-machines neural-factorization-machines recommender-system
Language:Python 405
Leavingseason / OpenLearning4DeepRecsys
Some deep learning based recsys for open learning.
deep-learning factorization-machines neumf neural-collaborative-filtering recommender-system tensorflow
Language:Python 396
kanyun-inc / ytk-learn
Ytk-learn is a distributed machine learning library which implements most of popular machine learning algorithms(GBDT, GBRT, Mixture Logistic Regression, Gradient Boosting Soft Tree, Factorization Machines, Field-aware Factorization Machines, Logistic Regression, Softmax).
distributed factorization-machines gbdt gbm hadoop logistic-regression machine-learning spark
Language:Java 348
ChenglongChen / tensorflow-XNN
4th Place Solution for Mercari Price Suggestion Competition on Kaggle using DeepFM variant.
kaggle-competition deepfm factorization-machines snapshot-ensemble ctr-prediction deep-ctr ctr fm
Language:Python 279
scikit-learn-contrib / polylearn
A library for factorization machines and polynomial networks for classification and regression in Python.
factorization-machines machine-learning polynomial-networks polynomial-regression
Language:Python 244
etlundquist / rankfm
Factorization Machines for Recommendation and Ranking Problems with Implicit Feedback Data
machine-learning recommendation factorization-machines recommender-system learning-to-rank implicit-feedback collaborative-filtering
Language:Python 170
dselivanov / rsparse
Fast and accurate machine learning on sparse matrices - matrix factorizations, regression, classification, top-N recommendations.
collaborative-filtering recommender-system r matrix-factorization matrix-completion factorization-machines svd sparse-matrices
Language:R 167
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 161
HKUST-KnowComp / FMG
KDD17_FMG
factorization-machines heterogeneous-information-networks recommender-system
Language:MATLAB 137
jilljenn / ktm
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing
educational-software factorization-machines knowledge-tracing
Language:Jupyter Notebook 129
outbrain / fwumious_wabbit
Fwumious Wabbit, fast on-line machine learning toolkit written in Rust
rust factorization-machines logistic-regression online-learning machine-learning incremental-learning data-stream-mining deep-learning
Language:Rust 128
takuti / flurs
:ocean: FluRS: A Python library for streaming recommendation algorithms
data-science factorization-machines machine-learning matrix-factorization python recommender-system
Language:Python 108
charleshm / deep-ctr
deep-learning factorization-machines tensor-decomposition
Language:Python 91
hibayesian / spark-fm
A parallel implementation of factorization machines based on Spark
spark machine-learning factorization-machines
Language:Scala 73
qian135 / ctr_model_zoo
some ctr model, implemented by PyTorch, such as Factorization Machines, Field-aware Factorization Machines, DeepFM, xDeepFM, Deep Interest Network
click-through-rate ctr deep-learning deepfm deepinterestnetwork factorization-machines ffm machine-learning pytorch xdeepfm
Language:Jupyter Notebook 68
xiaogp / customer_churn_prediction
零售电商客户流失模型，基于tensorflow，xgboost4j-spark，spark-ml实现LR，FM，GBDT，RF，进行模型效果对比，离线/在线部署方式总结
churn-prediction factorization-machines libsvm spark-ml tensorflow xgboost4j
Language:Python 63
tohtsky / myFM
A Python/C++ implementation of Bayesian Factorization Machines
gibbs-sampling-algorithm ordinal-regression factorization-machines factorization-machine gibbs-sampler bayesian-inference regression-models collaborative-filtering
Language:C++ 57
mayukh18 / reco
a simple yet versatile recommendation systems library in python
recommender-system collaborative-filtering matrix-factorization factorization-machines wide-and-deep svd-factorization funksvd movielens
Language:Python 54
takuti / Recommendation.jl
Building recommender systems in Julia
collaborative-filtering factorization-machines julia machine-learning matrix-factorization recommender-system singular-value-decomposition
Language:TeX 48
cnfsll / Attentional-Neural-Factorization-Machine
Attention,Factorization Machine, Deep Learning, Recommender System
attention-mechanism factorization-machines deep-learning recommender-system
Language:Python 39
LitoWang / recommendation_papers
paper collection for recommendation aspet
ctr-prediction deep-learning factorization-machines
37
endymecy / AlgorithmsOnSpark
Some popular algorithms(dbscan,knn,fm etc.) on spark
spark factorization-machines dbscan knn
Language:Scala 30
asmitapoddar / nowplaying-RS-Music-Reco-FM
#nowplaying-RS: Music Recommendation using Factorization Machines
dataset benchmark music-recommendation factorization-machines music-information-retrieval reproducible-research
Language:R 27
dstein64 / pyfms
A Theano-based Python implementation of Factorization Machines (Rendle 2010).
factorization-machines theano machine-learning
Language:Python 27
aerdem4 / mercari-price-suggestion
Solution to Kaggle's Mercari Price Suggestion Competition
categorical-data factorization-machines ftrl neural-network
Language:Python 22
xiecong / Simple-Implementation-of-ML-Algorithms
My simplest implementations of common ML algorithms
machine-learning adaboost bayesian-network cnn evolutionary-algorithm gbdt hmm mlp naive-bayes random-forest xgboost rnn deep-learning vae lstm dqn factorization-machines swarm-intelligence gan convolutional-neural-network
Language:Python 20