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Recommended system(2018-2019); CTR prediction;Recommended-System-PyTorch===>> WIP

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# Recommended-System-PyTorch

Recommended system(2018-2019)

**参考腾讯开源工具[PyTorch On Angel, arming PyTorch with a powerful Parameter Server, which enable PyTorch to train very big models.](https://github.com/Angel-ML/PyTorch-On-Angel)**

## Data

(**Fin**)

1. movielen data
    - [ml-latest](http://files.grouplens.org/datasets/movielens/ml-latest.zip)
    - [ml-100k](http://files.grouplens.org/datasets/movielens/ml-100k.zip)
    - [ml-1m](http://files.grouplens.org/datasets/movielens/ml-1m.zip)
    - [ml-10m](http://files.grouplens.org/datasets/movielens/ml-10m.zip)
    - [ml-20m](http://files.grouplens.org/datasets/movielens/ml-20m.zi)
2. Criteo data
    - [dac](https://s3-eu-west-1.amazonaws.com/kaggle-display-advertising-challenge-dataset/dac.tar.gz)

## Embedding

(**Fin**)

1. sparse features
2. sequence features
3. dense features

## CTR 模型

(**WIP**)

|     model      |           structure            |
| :------------: | :----------------------------: |
|       FM       |      ![FM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/FM.png)      |
|      FFM       |     ![FFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/FFM.png)     |
| DeepFM-201703  |  ![DeepFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/DeepFM.png)  |
|  xDeepFM-2018  | ![xDeepFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/xDeepFM.png) |
|   AFM-201708   |     ![AFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/AFM.png)     |
|   NFM-201708   |     ![NFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/NFM.png)     |
|  FGCNN-201904  |   ![FGCNN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/FGCNN.png)   |
|      MLR       |     ![MLR](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/MLR.png)     |
|      NFFM      |    ![NFFM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/NFFM.png)    |
|      WDL       |     ![WDL](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/WDL.png)     |
|   PNN-201611   |     ![PNN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/PNN.png)     |
|      CIN       |     ![CIN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/CIN.png)     |
|  CCPM-201510   |    ![CCPM](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/CCPM.png)    |
| AutoInt-201810 | ![AutoInt](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/AutoInt.png) |
|   DCN-201708   |     ![DCN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/DCN.png)     |
|      DSIN      |    ![DSIN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/DSIN.png)    |
|   FNN-201601   |     ![FNN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/FNN.png)     |
|      DIEN      |    ![DIEN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/DIEN.png)    |
|   DIN-201706   |     ![DIN](https://raw.githubusercontent.com/AutuanLiu/torchctr/master/imgs/DIN.png)     |

## Refrences

1. 《推荐系统实践》
2. git@github.com:dawenl/vae_cf.git
3. git@github.com:eelxpeng/CollaborativeVAE.git
4. git@github.com:hidasib/GRU4Rec.git
5. git@github.com:hexiangnan/neural_collaborative_filtering.git
6. git@github.com:NVIDIA/DeepRecommender.git
7. [shenweichen/DeepCTR](https://github.com/shenweichen/DeepCTR)

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