目 录
摘 要.....................................................................................................................I
ABSTRACT ..........................................................................................................II
1、绪论 ..................................................................................................................5
1.1 研究背景 ......................................................................................................5
1.2 研究现状 ......................................................................................................5
1.3 研究的内容 ..................................................................................................6
1.4 开发的技术介绍 ..........................................................................................6
1.4.1Python 技术............................................................................................6
1.4.2MySQL 数据库......................................................................................7
1.4.3B/S 结构 .................................................................................................7
1.5 论文的结构 ..................................................................................................7
2 深度学习的算法研究 .........................................................................................8
2.1 卷积神经网络介绍 ......................................................................................8
2.1.1 卷积神经网络特性 ...............................................................................8
2.1.2 卷积的方式 ...........................................................................................8
2.2 基本内容推荐算法 ......................................................................................8
2.3 基于协同过滤的推荐算法 ..........................................................................9
2.4 深度学习技术相关概念 ............................................................................10
2.5 深度学习技术推荐算法 ............................................................................10
2.6KNNBaseline 算法......................................................................................11
3 基于深度学习的音乐推荐系统算法需求 .......................................................12
3.1 需求设计 ....................................................................................................12
3.2 可行性分析 ................................................................................................12
3.2.1 技术可行性 .........................................................................................12
3.2.2 经济可行性 .........................................................................................12
3.2.3 操作可行性 .........................................................................................12
3.3 其他功能需求分析 ....................................................................................13
4 系统设计 ...........................................................................................................14
4.1 系统的整体设计 ........................................................................................14
4.2 数据库的设计 ............................................................................................14
5 系统的实现 .......................................................................................................16
5.1 系统的首页 ................................................................................................16
5.2 音乐播放界面的实现 ................................................................................16
5.3 音乐推荐功能的实现 ................................................................................17
5.4 后台管理系统的实现 ................................................................................18
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