About this Course

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Learner Career Outcomes

12%

started a new career after completing these courses

33%

got a tangible career benefit from this course

43%

got a pay increase or promotion

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Intermediate Level

Approx. 13 hours to complete

Chinese (Traditional)

Subtitles: Chinese (Traditional)

Learner Career Outcomes

12%

started a new career after completing these courses

33%

got a tangible career benefit from this course

43%

got a pay increase or promotion

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Intermediate Level

Approx. 13 hours to complete

Chinese (Traditional)

Subtitles: Chinese (Traditional)

Offered by

National Taiwan University logo

National Taiwan University

Syllabus - What you will learn from this course

Week
1

Week 1

2 hours to complete

第九講: Linear Regression

2 hours to complete
4 videos (Total 62 min), 4 readings
4 videos
Linear Regression Algorithm20m
Generalization Issue20m
Linear Regression for Binary Classification11m
4 readings
NTU MOOC 課程問題詢問與回報機制1m
課程大綱10m
課程形式及評分標準10m
延伸閱讀10m
Week
2

Week 2

1 hour to complete

第十講: Logistic Regression

1 hour to complete
4 videos (Total 65 min)
4 videos
Logistic Regression Error15m
Gradient of Logistic Regression Error15m
Gradient Descent19m
Week
3

Week 3

1 hour to complete

第十一講: Linear Models for Classification

1 hour to complete
4 videos (Total 59 min)
4 videos
Stochastic Gradient Descent11m
Multiclass via Logistic Regression14m
Multiclass via Binary Classification11m
Week
4

Week 4

2 hours to complete

第十二講: Nonlinear Transformation

2 hours to complete
4 videos (Total 59 min)
4 videos
Nonlinear Transform9m
Price of Nonlinear Transform15m
Structured Hypothesis Sets9m
1 practice exercise
作業三40m

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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.