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推荐系统相关论文、工具、资料等资源整理

2017-03-27 16:29 483 查看
用深度学习做推荐的论文和报告列表1:

http://shuaizhang.tech/2017/03/13/Papers-Deep-Learning-for-Recommender-System/

用深度学习做推荐的论文和报告列表2:

https://amundtveit.com/2016/11/20/recommender-systems-with-deep-learning/

推荐系统常用的数据集1:

http://shuaizhang.tech/2017/03/15/Datasets-For-Recommender-System/

推荐系统常用的数据集2–librec中列的:

http://www.librec.net/datasets.html

大数据各个领域的一些开源数据集列表:

https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2650723201&idx=4&sn=129442fb2c4eec7a7fdbc1c99463e123

推荐系统学习资料:

http://shuaizhang.tech/2016/12/05/Useful-Learning-Materials/

推荐系统及相关资源大集合:

https://github.com/grahamjenson/list_of_recommender_systems

一些中文书籍、博客、知乎问答等:

https://mp.weixin.qq.com/s?__biz=MzI0NTE4NjA0OQ==&mid=2658350831&idx=1&sn=e76297b863424ba3e145c244e1cb8ae4

工具再单独列一下:

Python: http://surpriselib.com

Java:http://www.librec.net/index.html

Tensorflow-based RS:https://github.com/songgc/TF-recomm

Using Keras to implement RS: https://github.com/sonyisme/keras-recommendation

补充几个python实现的RS:

https://github.com/muricoca/crab

https://github.com/ocelma/python-recsys

https://github.com/rnowling/rec-sys-experiments

https://github.com/nikhilkatte/Movie_Recomendation_Application/tree/master/MovieRecommendation-master

Deep Learning Recommender System:https://github.com/freegraphics/MIDS

SVD : https://github.com/jingchenUSTC/SVDRecommenderSystem

相似喜好的电影推荐:https://github.com/kejmil01/SimilarTasteMovieRecomendationSystem

大数据/数据挖掘/推荐系统/机器学习相关资源:

https://github.com/linyiqun/DataMiningAlgorithm
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