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Factorization Machines
38 Open Source Factorization Machines Software Projects
Free and open source factorization machines code projects including engines, APIs, generators, and tools.
Deepctr
5791 ⭐
Easy-to-use,Modular and Extendible package of deep-learning based CTR models .
Aksnzhy Xlearn
2978 ⭐
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.
Fastfm
958 ⭐
fastFM: A Library for Factorization Machines
Deepmatch
1492 ⭐
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.
Tffm
775 ⭐
TensorFlow implementation of an arbitrary order Factorization Machine
Lightctr
662 ⭐
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.
Neural_factorization_machine
444 ⭐
TenforFlow Implementation of Neural Factorization Machine
Openlearning4deeprecsys
397 ⭐
Some deep learning based recsys for open learning.
Attentional_factorization_machine
389 ⭐
TensorFlow Implementation of Attentional Factorization Machine
Ytk Learn
347 ⭐
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).
Pytorch Fm
662 ⭐
Factorization Machine models in PyTorch
Tensorflow Xnn
267 ⭐
4th Place Solution for Mercari Price Suggestion Competition on Kaggle using DeepFM variant.
Polylearn
230 ⭐
A library for factorization machines and polynomial networks for classification and regression in Python.
Rsparse
160 ⭐
Fast and accurate machine learning on sparse matrices - matrix factorizations, regression, classification, top-N recommendations.
Deeptables
863 ⭐
DeepTables: Deep-learning Toolkit for Tabular data
Fmg
127 ⭐
KDD17_FMG
Daisyrec
417 ⭐
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
Flurs
100 ⭐
:ocean: FluRS: A Python library for streaming recommendation algorithms
Deep Ctr
92 ⭐
Ktm
96 ⭐
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing
Spark Fm
72 ⭐
A parallel implementation of factorization machines based on Spark
Ctr_model_zoo
62 ⭐
some ctr model, implemented by PyTorch, such as Factorization Machines, Field-aware Factorization Machines, DeepFM, xDeepFM, Deep Interest Network
Attentional Neural Factorization Machine
40 ⭐
Attention,Factorization Machine, Deep Learning, Recommender System
Mayukh18 Reco
39 ⭐
a simple yet versatile recommendation systems library in python
Algorithmsonspark
29 ⭐
Some popular algorithms(dbscan,knn,fm etc.) on spark
Pyfms
24 ⭐
⚙️ A Theano-based Python implementation of Factorization Machines (Rendle 2010).
Mercari Price Suggestion
20 ⭐
Solution to Kaggle's Mercari Price Suggestion Competition
Nowplaying Rs Music Reco Fm
22 ⭐
#nowplaying-RS: Music Recommendation using Factorization Machines
Rankfm
109 ⭐
Factorization Machines for Recommendation and Ranking Problems with Implicit Feedback Data
Customer_churn_prediction
47 ⭐
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
Deepcu Ijcai19
18 ⭐
DeepCU: Integrating Both Common and Unique Latent Information for Multimodal Sentiment Analysis, IJCAI-19
Myfm
39 ⭐
A Python/C++ implementation of Bayesian Factorization Machines
Recommendation_papers
35 ⭐
paper collection for recommendation aspet
Fwumious_wabbit
106 ⭐
Fwumious Wabbit, fast on-line machine learning toolkit written in Rust
Alitanet
13 ⭐
AlitaNet: A click through rate (ctr) prediction deep learning Network implementation with TensorFlow, including LR, FM, AFM, Wide&Deep, DeepFM, xDeepFM, AutoInt, FiBiNet, LS-PLM, DCN, etc.
White Papers
10 ⭐
Technical writings on Deep Learning
Simple Implementation Of Ml Algorithms
11 ⭐
My simplest implementations of common ML algorithms
Recommendation.jl
36 ⭐
Building recommender systems in Julia