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Published 20 hours ago • verified publisher icon Prayforhanluo
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一些经典的CTR算法的复现; LR, FM, FFM, AFM, DeepFM, xDeepFM, PNN, DCN, DCNv2, DIFM, AutoInt, FiBiNet,AFN,ONN,DIN, DIEN ... （pytorch, tf2.0）

CTR Algorithm

根据论文, 博客, 知乎等方式学习一些CTR相关的算法
理解原理并自己动手来实现一遍
pytorch & tf2.0
保持一颗学徒的心！

Schedule

Model pytorch tensorflow2.0 paper
LR :heavy_check_mark: :heavy_check_mark: \
FM :heavy_check_mark: :heavy_check_mark: Factorization Machines, 2010.
FFM :heavy_check_mark: :heavy_check_mark: Field-aware Factorization Machines for CTR Prediction, 2015.
AFM :heavy_check_mark: :heavy_check_mark: Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks, 2017.
DeepFM :heavy_check_mark: :heavy_check_mark: DeepFM: A Factorization-Machine based Neural Network for CTR Prediction, 2017.
PNN :heavy_check_mark: :heavy_check_mark: Product-based Neural Networks for User Response Prediction, 2016.
XDeepFM :heavy_check_mark: :heavy_check_mark: xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems, 2018.
DCN :heavy_check_mark: :heavy_check_mark: Deep & Cross Network for Ad Click Predictions, 2017.
AutoInt :heavy_check_mark: :heavy_check_mark: AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks, 2018.
DIN :heavy_check_mark: :heavy_check_mark: Deep Interest Network for Click-Through Rate Prediction,2018
DIEN :heavy_check_mark: :heavy_check_mark: Deep Interest Evolution Network for Click-Through Rate Prediction,2019
FiBiNET :heavy_check_mark: :heavy_check_mark: FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction,2019
DCN-V2 :heavy_check_mark: :heavy_check_mark: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems,2020
DIFM :heavy_check_mark: :heavy_check_mark: A Dual Input-aware Factorization Machine for CTR Prediction,2020
AFN :heavy_check_mark: :heavy_check_mark: Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions,2020
ONN :heavy_check_mark: :heavy_check_mark: Operation-aware Neural Networks for User Response Prediction,2019

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verified publisher icon Prayforhanluo

Metadata

一些经典的CTR算法的复现; LR, FM, FFM, AFM, DeepFM, xDeepFM, PNN, DCN, DCNv2, DIFM, AutoInt, FiBiNet,AFN,ONN,DIN, DIEN ... （pytorch, tf2.0）

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