About this Course

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Intermediate Level

Approx. 60 hours to complete

Chinese (Traditional)

Subtitles: Chinese (Traditional)

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Intermediate Level

Approx. 60 hours to complete

Chinese (Traditional)

Subtitles: Chinese (Traditional)

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
作業一40m

Instructor

Image of instructor, 林軒田

林軒田 

教授 (Professor)
資訊工程學系 (Department of Computer Science and Information Engineering)

About National Taiwan University

We firmly believe that open access to learning is a powerful socioeconomic equalizer. NTU is especially delighted to join other world-class universities on Coursera and to offer quality university courses to the Chinese-speaking population. We hope to transform the rich rewards of learning from a limited commodity to an experience available to all. More courses information, the official Facebook Page: https://www.facebook.com/ntumooc2017/...

Frequently Asked Questions

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

More questions? Visit the Learner Help Center.