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Recommandation Algo Project

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EBooksRecommander

网络小说推荐系统实战

因为个人看网络小说经常出现书荒的情况,就想使用协同过滤推荐算法为自己打造一个网络小说推荐工具。

  • eBksSpider:
    • 抓取 优书网 所有书单的爬虫代码
  • eBksRecommder:
    • dataloader.py 清洗抓取数据,将抓取数据以{用户:{书名:评分}}的字典形式存储
    • func.py 算法实现部分
      • 读取UserPrefs.txt中用户喜好书单以及书评
      • 使用不同度量方法(欧氏距离皮尔逊相似性Tanimoto系数)为每本小说计算相似小说
      • 实施协同过滤算法

An online Fiction Recommandation Project

The objective is to build an accurate recommandation algo to recommand online fictions by using the collaborative filtering algo.

  • eBksSpider:
    • Scrapy code to scrapy data from Yousuu
  • eBksRecommder:
    • dataloader.py to process the data into a dict
    • func.py include the functions to calculate the similarity (Euclidean DistancePearson Correlation and Tanimoto Coefficient) and do the recommandation

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Recommandation Algo Project

License:Apache License 2.0


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