课程信息

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中级
完成时间大约为19 小时
中文(繁体)
字幕:中文(繁体)
可分享的证书
完成后获得证书
100% 在线
立即开始,按照自己的计划学习。
可灵活调整截止日期
根据您的日程表重置截止日期。
中级
完成时间大约为19 小时
中文(繁体)
字幕:中文(繁体)

提供方

国立台湾大学 徽标

国立台湾大学

教学大纲 - 您将从这门课程中学到什么

1

1

完成时间为 2 小时

第一講:Linear Support Vector Machine

完成时间为 2 小时
5 个视频 (总计 67 分钟), 4 个阅读材料
5 个视频
Large-Margin Separating Hyperplane14分钟
Standard Large-Margin Problem19分钟
Support Vector Machine15分钟
Reasons behind Large-Margin Hyperplane13分钟
4 个阅读材料
NTU MOOC 課程問題詢問與回報機制5分钟
課程大綱10分钟
延伸閱讀10分钟
課程形式及評分標準10分钟
2

2

完成时间为 1 小时

第二講:Dual Support Vector Machine

完成时间为 1 小时
4 个视频 (总计 60 分钟)
4 个视频
Lagrange Dual SVM18分钟
Solving Dual SVM14分钟
Messages behind Dual SVM11分钟
3

3

完成时间为 1 小时

第三講:Kernel Support Vector Machine

完成时间为 1 小时
4 个视频 (总计 61 分钟)
4 个视频
Kernel Trick20分钟
Polynomial Kernel12分钟
Gaussian Kernel14分钟
Comparison of Kernels13分钟
4

4

完成时间为 1 小时

第四講:Soft-Margin Support Vector Machine

完成时间为 1 小时
4 个视频 (总计 46 分钟)
4 个视频
Dual Problem7分钟
Messages behind Soft-Margin SVM13分钟
Model Selection9分钟
1 个练习
作業一40分钟

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