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.
See the code
DeepMatch is a deep matching model library for recommendations & advertising. It's easy to train models and to export representation vectors for user and item which can be used for ANN search.You can use any complex model with model.fit()and model.predict() .
DeepMatch does not pin or install TensorFlow for you. Install a TensorFlow build that matches your Python, NumPy, CPU/GPU, and operating system first, then install DeepMatch:
pip install tensorflow
pip install deepmatch
For Python >=3.9, DeepMatch and its dependencies allow modern h5py releases with h5py>=3.7.0. If TensorFlow reports a NumPy conflict, follow the TensorFlow requirement for your selected TensorFlow release, for example using numpy<2 when required by TensorFlow.
Use public tensorflow.keras APIs in your own code and examples. Avoid mixing tensorflow.python.keras with tensorflow.keras, because tensorflow.python.* is private TensorFlow API and can break model serialization or optimizer/metric loading across TensorFlow versions.
Let's Get Started! or Run examples !
| Model | Paper |
|---|---|
| FM | [ICDM 2010]Factorization Machines |
| DSSM | [CIKM 2013]Deep Structured Semantic Models for Web Search using Clickthrough Data |
| YoutubeDNN | [RecSys 2016]Deep Neural Networks for YouTube Recommendations |
| NCF | [WWW 2017]Neural Collaborative Filtering |
| SDM | [CIKM 2019]SDM: Sequential Deep Matching Model for Online Large-scale Recommender System |
| MIND | [CIKM 2019]Multi-interest network with dynamic routing for recommendation at Tmall |
| COMIREC | [KDD 2020]Controllable Multi-Interest Framework for Recommendation |
 Shen Weichen Alibaba Group |
 Wang Zhe Baidu Inc. |
 Chen Leihui Alibaba Group |
 LeoCai ByteDance |
 Li Yuan Tencent |
 Yang Jieyu Ant Group |
 Meng Yifan DeepCTR |
38 followers · starred Nov 2020
57 followers · starred Mar 2025
18 followers · starred Jul 2023
4 followers · starred May 2024
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.
See the code
DeepMatch is a deep matching model library for recommendations & advertising. It's easy to train models and to export representation vectors for user and item which can be used for ANN search.You can use any complex model with model.fit()and model.predict() .
DeepMatch does not pin or install TensorFlow for you. Install a TensorFlow build that matches your Python, NumPy, CPU/GPU, and operating system first, then install DeepMatch:
pip install tensorflow
pip install deepmatch
For Python >=3.9, DeepMatch and its dependencies allow modern h5py releases with h5py>=3.7.0. If TensorFlow reports a NumPy conflict, follow the TensorFlow requirement for your selected TensorFlow release, for example using numpy<2 when required by TensorFlow.
Use public tensorflow.keras APIs in your own code and examples. Avoid mixing tensorflow.python.keras with tensorflow.keras, because tensorflow.python.* is private TensorFlow API and can break model serialization or optimizer/metric loading across TensorFlow versions.
Let's Get Started! or Run examples !
| Model | Paper |
|---|---|
| FM | [ICDM 2010]Factorization Machines |
| DSSM | [CIKM 2013]Deep Structured Semantic Models for Web Search using Clickthrough Data |
| YoutubeDNN | [RecSys 2016]Deep Neural Networks for YouTube Recommendations |
| NCF | [WWW 2017]Neural Collaborative Filtering |
| SDM | [CIKM 2019]SDM: Sequential Deep Matching Model for Online Large-scale Recommender System |
| MIND | [CIKM 2019]Multi-interest network with dynamic routing for recommendation at Tmall |
| COMIREC | [KDD 2020]Controllable Multi-Interest Framework for Recommendation |
|
Shen Weichen Alibaba Group |
Wang Zhe Baidu Inc. |
Chen Leihui Alibaba Group |
LeoCai ByteDance |
Li Yuan Tencent |
Yang Jieyu Ant Group |
Meng Yifan DeepCTR |
38 followers · starred Nov 2020
57 followers · starred Mar 2025
18 followers · starred Jul 2023
4 followers · starred May 2024