About this Course
4.7
146 ratings
34 reviews
100% online

100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Beginner Level

Beginner Level

Hours to complete

Approx. 28 hours to complete

Suggested: 6 hours/week...
Available languages

Chinese (Traditional)

Subtitles: Chinese (Traditional)...

Skills you will gain

Artificial Intelligence (AI)Search AlgorithmA.I. Artificial IntelligenceAlgorithms
100% online

100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Beginner Level

Beginner Level

Hours to complete

Approx. 28 hours to complete

Suggested: 6 hours/week...
Available languages

Chinese (Traditional)

Subtitles: Chinese (Traditional)...

Syllabus - What you will learn from this course

Week
1
Hours to complete
2 hours to complete

Introduction

...
Reading
9 videos (Total 118 min), 1 reading
Video9 videos
1-2 What is AI16m
1-3 Agents and Environments, PEAS, Environment Type19m
1-4 Different Level Of AI5m
1-5 Wave of AI:Debut, Knowledge Driven, Data Driven6m
1-6 The Classification of Agent, First Wave of AI (Artificial Neural Network)24m
1-7 Second Wave of AI (Expert System)12m
1-8 Third Wave of AI (Some Theory and Principle of Machine Learning)21m
1-9 Conclusion of AI and Machine Learning7m
Reading1 reading
NTU MOOC 課程問題詢問與回報機制1m
Week
2
Hours to complete
2 hours to complete

Uninformed search

...
Reading
6 videos (Total 102 min), 1 quiz
Video6 videos
2-2 Problem Formulation (ii) - Abstraction18m
2-3 Search on Tree and Graph21m
2-4 Uninformed Search (i) - Breadth-First Search, Uniform-Cost Search18m
2-5 Uninformed Search (ii) - Depth-First Search, Depth-Limited Search, Iterative-Deepening Search14m
2-6 Uninformed Search (iii) - Iterative-Deepening Search, Bidirectional Search15m
Quiz1 practice exercise
Week 218m
Week
3
Hours to complete
2 hours to complete

Informed search

...
Reading
6 videos (Total 108 min), 1 quiz
Video6 videos
3-2 Best-First Search (ii) - A* Search16m
3-3 Best-First Search (iii) - Optimality of A*18m
3-4 Memory Bounded Search (i) - Iterative Deepening A*, RBFS21m
3-5 Memory Bounded Search (ii) - RBFS, Simplified Memory-bounded A*20m
3-6 Heuristic - Preformance, Generating Heuristics15m
Quiz1 practice exercise
Week 320m
Week
4
Hours to complete
2 hours to complete

Non-classic search

...
Reading
7 videos (Total 119 min), 1 quiz
Video7 videos
4-2 Steepest Descent19m
4-3 Simulated Annealing13m
4-4 Evolutionary Computation19m
4-5 Non-deterministic Actions - AND-OR Search, Partial Observations (i) - Sensor-less18m
4-6 Partial Observations (ii) - With Sensors11m
4-7 Partial Observations (iii) - Unknown Environments23m
Quiz1 practice exercise
Week 416m

Instructor

Avatar

于天立

副教授 (Associate Professor)
電機工程學系 (Department of Electrical 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.