update docs and examples (#337)

update docs and examples

Author: shenweichen

.travis.yml

@@ -59,7 +59,7 @@ script:
 
 notifications:
   recipients:
-    - wcshen1994@163.com
+    - weichenswc@163.com
 
   on_success: change
   on_failure: change

README.md

@@ -12,7 +12,7 @@
 [![Documentation Status](https://readthedocs.org/projects/deepctr-doc/badge/?version=latest)](https://deepctr-doc.readthedocs.io/)
 ![CI status](https://github.com/shenweichen/deepctr/workflows/CI/badge.svg)
 [![Coverage Status](https://coveralls.io/repos/github/shenweichen/DeepCTR/badge.svg?branch=master)](https://coveralls.io/github/shenweichen/DeepCTR?branch=master)
-[![Codacy Badge](https://api.codacy.com/project/badge/Grade/d4099734dc0e4bab91d332ead8c0bdd0)](https://www.codacy.com/app/wcshen1994/DeepCTR?utm_source=github.com&utm_medium=referral&utm_content=shenweichen/DeepCTR&utm_campaign=Badge_Grade)
+[![Codacy Badge](https://api.codacy.com/project/badge/Grade/d4099734dc0e4bab91d332ead8c0bdd0)](https://www.codacy.com/gh/shenweichen/DeepCTR?utm_source=github.com&utm_medium=referral&utm_content=shenweichen/DeepCTR&utm_campaign=Badge_Grade)
 [![Disscussion](https://img.shields.io/badge/chat-wechat-brightgreen?style=flat)](./README.md#DisscussionGroup)
 [![License](https://img.shields.io/github/license/shenweichen/deepctr.svg)](https://github.com/shenweichen/deepctr/blob/master/LICENSE)
 <!-- [![Gitter](https://badges.gitter.im/DeepCTR/community.svg)](https://gitter.im/DeepCTR/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) -->
@@ -83,3 +83,38 @@ If you find this code useful in your research, please cite it using the followin
 
   ![wechat](./docs/pics/code.png)
 
+
+## Main contributors([welcome to join us!](./CONTRIBUTING.md))
+
+<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/zanshuxun"><img width="70" height="70" src="https://github.com/zanshuxun.png?s=40" alt="pic"></a><br>
+         <a href="https://github.com/zanshuxun">Zan Shuxun</a> ​
+        <p>Beijing University <br> of  Posts and <br> Telecommunications  </p>​
+      </td>
+      <td>
+        ​ <a href="https://github.com/pandeconscious"><img width="70" height="70" src="https://github.com/pandeconscious.png?s=40" alt="pic"></a><br>
+        ​ <a href="https://github.com/pandeconscious">Harshit Pande</a>
+        <p> Amazon   </p>​
+      </td>
+      <td>
+        ​ <a href="https://github.com/codewithzichao"><img width="70" height="70" src="https://github.com/codewithzichao.png?s=40" alt="pic"></a><br>
+        ​ <a href="https://github.com/codewithzichao">Li Zichao</a>
+        <p> Peking University   </p>​
+      </td>
+      <td>
+        ​ <a href="https://github.com/TanTingyi"><img width="70" height="70" src="https://github.com/TanTingyi.png?s=40" alt="pic"></a><br>
+         <a href="https://github.com/TanTingyi">LeoCai</a>
+         <p>  Chongqing University <br> of  Posts and <br> Telecommunications   </p>​
+      </td>
+    </tr>
+  </tbody>
+</table>

deepctr/__init__.py

@@ -1,4 +1,4 @@
 from .utils import check_version
 
-__version__ = '0.8.3'
+__version__ = '0.8.5'
 check_version(__version__)

deepctr/estimator/models/afm.py

@@ -2,7 +2,7 @@
 """
 
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Xiao J, Ye H, He X, et al. Attentional factorization machines: Learning the weight of feature interactions via attention networks[J]. arXiv preprint arXiv:1708.04617, 2017.

deepctr/estimator/models/autoint.py

@@ -2,7 +2,7 @@
 """
 
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Song W, Shi C, Xiao Z, et al. AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks[J]. arXiv preprint arXiv:1810.11921, 2018.(https://arxiv.org/abs/1810.11921)

deepctr/estimator/models/ccpm.py

@@ -2,7 +2,7 @@
 """
 
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Liu Q, Yu F, Wu S, et al. A convolutional click prediction model[C]//Proceedings of the 24th ACM International on Conference on Information and Knowledge Management. ACM, 2015: 1743-1746.

deepctr/estimator/models/dcn.py

@@ -1,7 +1,7 @@
 # -*- coding:utf-8 -*-
 """
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Wang R, Fu B, Fu G, et al. Deep & cross network for ad click predictions[C]//Proceedings of the ADKDD'17. ACM, 2017: 12. (https://arxiv.org/abs/1708.05123)

deepctr/estimator/models/deepfm.py

@@ -1,7 +1,7 @@
 # -*- coding:utf-8 -*-
 """
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Guo H, Tang R, Ye Y, et al. Deepfm: a factorization-machine based neural network for ctr prediction[J]. arXiv preprint arXiv:1703.04247, 2017.(https://arxiv.org/abs/1703.04247)

deepctr/estimator/models/fibinet.py

@@ -1,7 +1,7 @@
 # -*- coding:utf-8 -*-
 """
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Huang T, Zhang Z, Zhang J. FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction[J]. arXiv preprint arXiv:1905.09433, 2019.

deepctr/estimator/models/fnn.py

@@ -1,7 +1,7 @@
 # -*- coding:utf-8 -*-
 """
 Author:
-    Weichen Shen, wcshen1994@163.com
+    Weichen Shen, weichenswc@163.com
 
 Reference:
     [1] Zhang W, Du T, Wang J. Deep learning over multi-field categorical data[C]//European conference on information retrieval. Springer, Cham, 2016: 45-57.(https://arxiv.org/pdf/1601.02376.pdf)