About this Course

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Learner Career Outcomes

29%

started a new career after completing these courses

43%

got a tangible career benefit from this course

36%

got a pay increase or promotion
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.
Beginner Level
Approx. 10 hours to complete
Chinese (Traditional)

Skills you will gain

Decision StumpPerceptronMachine LearningVc Dimension

Learner Career Outcomes

29%

started a new career after completing these courses

43%

got a tangible career benefit from this course

36%

got a pay increase or promotion
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.
Beginner Level
Approx. 10 hours to complete
Chinese (Traditional)

Offered by

Placeholder

National Taiwan University

Syllabus - What you will learn from this course

Content RatingThumbs Up97%(2,066 ratings)Info
Week
1

Week 1

2 hours to complete

第一講:The Learning Problem

2 hours to complete
5 videos (Total 70 min), 5 readings
5 videos
What is Machine Learning18m
Applications of Machine Learning18m
Components of Machine Learning11m
Machine Learning and Other Fields10m
5 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
homework 010m
Week
2

Week 2

1 hour to complete

第二講:Learning to Answer Yes/No

1 hour to complete
4 videos (Total 61 min)
4 videos
Perceptron Learning Algorithm (PLA)19m
Guarantee of PLA12m
Non-Separable Data12m
Week
3

Week 3

1 hour to complete

第三講:Types of Learning

1 hour to complete
4 videos (Total 61 min)
4 videos
Learning with Different Data Label18m
Learning with Different Protocol11m
Learning with Different Input Space14m
Week
4

Week 4

1 hour to complete

第四講:Feasibility of Learning

1 hour to complete
4 videos (Total 60 min)
4 videos
Probability to the Rescue11m
Connection to Learning16m
Connection to Real Learning18m
1 practice exercise
作業一30m

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