Dark Mode

Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly
Sign up
Appearance settings

tangxyw/RecAlgorithm

Folders and files

NameName
Last commit message
Last commit date

Latest commit

History

76 Commits

Repository files navigation

Zhu Liu Tui Jian Xi Tong RankSuan Fa De Shi Xian

Xiang Mu Jian Jie

  • Shi Xian Tui Jian Xi Tong Zhong Zhu Yao Shi Yong De RankSuan Fa ,Bing Shi Yong Gong Kai Shu Ju Ji Ping Ce ,Suo You Suan Fa Jun Yi Pao Tong Bing Wan Cheng Wan Zheng De Xun Lian ,Zui Zhong Sheng Cheng saved_modelHe checkpointGong tf-servingBu Shu ;
  • Shi Yong Wei Xin Shi Pin Hao Tui Jian Suan Fa Bi Sai Shu Ju Ji ,Shu Ju Xiang Qing Qing Jian ./dataset/README.md;
  • Wei Liao Tie He Gong Ye Jie Shi Yong Qing Kuang ,Shi Yong TensorFlow EstimatorKuang Jia ,Shu Ju formatWei Tfrecord;
  • Suan Fa Shi Xian Zai ./algrithmXia ,Mei Ge Suan Fa Dan Du Yi Ge Wen Jian Jia ,Ming Zi Wei Pu Bian Jie Shou De Da Xie Suan Fa Ming Cheng ,Xun Lian Ru Kou Wei Wen Jian Jia Xia Dui Ying De Xiao Xie Suan Fa Ming Cheng pyWen Jian ,Ru DINWen Jian Jia Xia De din.pyWen Jian Wei Xun Lian DINMo Xing De Ru Kou ,Ju Ti Qing Jian Mo Wei De Shi Li Bu Fen ;
  • Mei Ge Suan Fa Du Shi Xian Liao Zi Ji De model_fn,Mei You Shi Yong KerasGao Jie API,Zhi Shi Yong TensorFlowDe Zhong Di Jie APIGou Zao Jing Tai Tu ;
  • Suan Fa Chao Can Shu Ke You --parameter_name=parameter_valueFang Shi Chuan Ru Xun Lian Ru Kou Jiao Ben ,Chao Can Shu Ding Yi Qing Jian Xun Lian Ru Kou Jiao Ben tf.app.flagsBu Fen ;
  • Dan Ren Wu Mo Xing Shi Yong Shu Ju Ji Yin Bian Liang Zhong De read_comemntPing Ce ,Duo Ren Wu Mo Xing Shi Yong read_commet like click_avatarSan Ge Ren Wu Ping Ce ;

Dan Ren Wu ModelsLie Biao

Model Paper *Best_read_comment_Auc
FFM [2016] Field-aware Factorization Machines for CTR Prediction 0.8911285
DeepCrossing [2016] Deep Crossing - Web-Scale Modeling without Manually Crafted Combinatorial Features 0.9185908
PNN [2016] Product-based neural networks for user response prediction 0.9065931
Wide & Deep [2016] Wide & Deep Learning for Recommender Systems 0.9133482
DeepFM [2017] DeepFM: A Factorization-Machine based Neural Network for CTR Prediction 0.8529998
DCN [2017] Deep & Cross Network for Ad Click Predictions 0.9183242
AFM [2017] Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks 0.9117872
xDeepFM [2018] xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems 0.9152467
FwFM [2018] Field-weighted Factorization Machines for Click-Through Rate Prediction in Display Advertising 0.9118794
DIN [2018] Deep Interest Network for Click-Through Rate Prediction 0.9116896
DIEN [2018] Deep Interest Evolution Network for Click-Through Rate Prediction -
FiBiNet [2019] FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction 0.9149044
BST [2019] Behavior sequence transformer for e-commerce recommendation in Alibaba 0.9165866

*Best_read_comment_AucWei Mei Ge modelGe Zi Diao Can Hou De Ce Shi Ji Zui Da Auc,Mei Ge modelGe Zi De Ping Ce Jian Mei Ge modelLu Jing Xia De result.md.
*DIENBu Gua Yong Yu Wei Xin Shi Pin Hao Shu Ju Ji ,Gu Zhi Shi Xian Liao Jing Tai Tu ,Bing Mei You Ping Ce .

Duo Ren Wu ModelsLie Biao

Model Paper *Best_read_commet_AUC *Best_like_AUC *Best_click_avatar_AUC
ESMM [2018] Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate - - -
MMOE [2018] Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts 0.91860557 0.8126400 0.8139362
PLE [2020] Progressive Layered Extraction (PLE): A Novel Multi-Task Learning (MTL) Model for Personalized Recommendations 0.91965175 0.8136461 0.8154559

*Best_xx_AUCWei Suo You Chao Can Shu Zu He Zhong De Zui Gao Zhi ,Heng Xiang De San Ge AUCKe Neng Bu Zai Tong Yi Zu Chao Can Shu Zhong .
*You Yu ESMMDe Jie Gou Te Shu Xing ,Bu Gua Yong Yu Wei Xin Shi Pin Hao Shu Ju Ji ,Gu Zhi Shi Xian Liao Jing Tai Tu ,Bing Mei You Ping Ce .

Shi Li

# Xian Zhi Xing Yi Xia Ming Ling Que Bao Sheng Cheng Liao tfrecord
# cd ./dataset/wechat_algo_data1
# python DataGenerator.py && cd ..
cd ./DIN
# Xun Lian Shi Ke Zi Ding Yi Can Shu
python din.py --use_softmax=True

To Do List

  • Zeng Jia Duo Ren Wu Xue Xi Trick: Uncertainty, GradNorm, PCGrad, etc.
  • Zeng Jia AutoInt, FLEN, etc.
  • Zhong Gou Te Zheng Gong Cheng Bu Fen , Bao Gua Pei Zhi Hua Shu Ru Deng , Can Kao https://github.com/Shicoder/Deep_Rec

Huan Ying Ti issue,Huo Zhi Jie Gou Da

Releases

No releases published

Packages

No packages published