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leno1993's Projects

convmf icon convmf

卷积神经网络(CNN)提取影评特征构建电影推荐系统,pytorch实现

deeplearning-500-questions icon deeplearning-500-questions

深度学习500问,以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述,以帮助自己及有需要的读者。 全书分为18个章节,50余万字。由于水平有限,书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作,联系[email protected] 版权所有,违权必究 Tan 2018.06

deeprec icon deeprec

Implementation of Deep Learning based Recommender Algorithms with Tensorflow.

doubanspider icon doubanspider

豆瓣电影爬虫 爬取top电影的评论 + 每个用户的看过的电影的评论 用于推荐系统的 协同过滤

itemcollab icon itemcollab

ItemCollab包括数据处理、物品推荐、质量评价三个模块。数据处理模块实现数据导入、稀疏度分析和训练集划分功能;物品推荐模块实现了目前主流的几种推荐算法;质量评价模块实现对推荐质量的图表展示功能。ItemCollab扩展性好,便于引用,可帮助用户构建自己的个性化推荐系统

movie_recommender icon movie_recommender

MovieLens based recommender system.使用MovieLens数据集训练的电影推荐系统。

movielens icon movielens

4 different recommendation engines for the MovieLens dataset.

movielens-ml-lstm icon movielens-ml-lstm

Movie Rating Prediction using GloVe Word Embeddings and Deep Learning (LSTM): Use MovieLens dataset to predict movie ratings using tags generated by users with 67% accuracy using an ensemble model of logistic regression that incorporates clustering of word embeddings and LSTM neural network.

movierecommendation icon movierecommendation

本项目使用两种算法来实现一个电影推荐系统,一个是CNN,另一个是矩阵分解的协同过滤。

music_recommendation_2018 icon music_recommendation_2018

1.解析爬取到的Json歌单数据,并进行数据预处理。 2.基于Surprise推荐系统库,采用KNNBaseLine实现基于用户 的协同过滤歌曲推荐。3.借鉴Word2Vec算法**进行Song2Vec处理,实现基于物品的协同过滤歌曲推荐。 4.采用 TensorFlow实现基于LFM的歌曲推荐。

pumpkin-book icon pumpkin-book

《机器学习》(西瓜书)公式推导解析,在线阅读地址:https://datawhalechina.github.io/pumpkin-book

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