About this Course

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Intermediate Level
Approx. 19 hours to complete
Chinese (Traditional)
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level
Approx. 19 hours to complete
Chinese (Traditional)

Offered by

Placeholder

National Taiwan University

Syllabus - What you will learn from this course

Week
1

Week 1

2 hours to complete

第一講:Linear Support Vector Machine

2 hours to complete
5 videos (Total 67 min), 4 readings
5 videos
Large-Margin Separating Hyperplane14m
Standard Large-Margin Problem19m
Support Vector Machine15m
Reasons behind Large-Margin Hyperplane13m
4 readings
NTU MOOC 課程問題詢問與回報機制5m
課程大綱10m
延伸閱讀10m
課程形式及評分標準10m
Week
2

Week 2

1 hour to complete

第二講:Dual Support Vector Machine

1 hour to complete
4 videos (Total 60 min)
4 videos
Lagrange Dual SVM18m
Solving Dual SVM14m
Messages behind Dual SVM11m
Week
3

Week 3

1 hour to complete

第三講:Kernel Support Vector Machine

1 hour to complete
4 videos (Total 61 min)
4 videos
Polynomial Kernel12m
Gaussian Kernel14m
Comparison of Kernels13m
Week
4

Week 4

1 hour to complete

第四講:Soft-Margin Support Vector Machine

1 hour to complete
4 videos (Total 46 min)
4 videos
Dual Problem7m
Messages behind Soft-Margin SVM13m
Model Selection9m
1 practice exercise
作業一30m

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