About this Course

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Flexible deadlines
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Intermediate Level
Approx. 19 hours to complete
Chinese (Traditional)
Subtitles: 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)
Subtitles: Chinese (Traditional)

Offered by

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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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