DeepMatch

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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() .

Let's Get Started! or Run examples !

Models List

| 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 |

Contributors(welcome to join us!)

<table border="0"> <tbody> <tr align="center" > <td> ​ <a href="https://github.com/shenweichen"><img width="70" height="70" src="https://github.com/shenweichen.png?s=40" alt="pic"></a><br> ​ <a href="https://github.com/shenweichen">Shen Weichen</a> ​ <p> Alibaba Group </p>​ </td> <td> <a href="https://github.com/wangzhegeek"><img width="70" height="70" src="https://github.com/wangzhegeek.png?s=40" alt="pic"></a><br> <a href="https://github.com/wangzhegeek">Wang Zhe</a> ​ <p>Baidu Inc. </p>​ </td> <td> ​ <a href="https://github.com/clhchtcjj"><img width="70" height="70" src="https://github.com/clhchtcjj.png?s=40" alt="pic"></a><br> ​ <a href="https://github.com/clhchtcjj">Chen Leihui</a> ​ <p> Alibaba Group </p>​ </td> <td> ​ <a href="https://github.com/LeoCai"><img width="70" height="70" src="https://github.com/LeoCai.png?s=40" alt="pic"></a><br> <a href="https://github.com/LeoCai">LeoCai</a> <p> ByteDance </p>​ </td> <td> ​ <a href="https://github.com/liyuan97"><img width="70" height="70" src="https://github.com/liyuan97.png?s=40" alt="pic"></a><br> ​ <a href="https://github.com/liyuan97">Li Yuan</a> <p> Tencent </p>​ </td> <td> ​ <a href="https://github.com/yangjieyu"><img width="70" height="70" src="https://github.com/yangjieyu.png?s=40" alt="pic"></a><br> ​ <a href="https://github.com/yangjieyu">Yang Jieyu</a> <p> Ant Group </p>​ </td> <td> ​ <a href="https://github.com/zzszmyf"><img width="70" height="70" src="https://github.com/zzszmyf.png?s=40" alt="pic"></a><br> ​ <a href="https://github.com/zzszmyf">Meng Yifan</a> <p> DeepCTR </p>​ </td> </tr> </tbody> </table>

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