About this Course
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100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Intermediate Level

Intermediate Level

Hours to complete

Approx. 12 hours to complete

Suggested: 8 hours/week...
Available languages

Chinese (Simplified)

Subtitles: Chinese (Simplified)...
100% online

100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Intermediate Level

Intermediate Level

Hours to complete

Approx. 12 hours to complete

Suggested: 8 hours/week...
Available languages

Chinese (Simplified)

Subtitles: Chinese (Simplified)...

Syllabus - What you will learn from this course

Week
1
Hours to complete
8 hours to complete

基础约束编程

这个模块开始时用例子说明约束编程求解器的基础技术,也就是约束传播和搜索。值域代表了变量可能的取值,而约束可用于在值域上进行推理。约束本身可以以值域传播器和边界传播器的形式表示。你将会学习到一个传播引擎如何处理一组传播器,并通过变量值域协调沟通约束传播得到的信息。你也将会学到基础搜索,变量,数值选择等概念,还有传播和搜索是如何紧密而高效地连接起来的。最后,这个模块介绍了如何在Minizinc中进行编程化搜索。...
Reading
8 videos (Total 268 min), 3 readings, 1 quiz
Video8 videos
3.1.1 约束编程求解器27m
3.1.2 值域+传播器47m
3.1.3 边界传播器51m
3.1.4 传播引擎54m
3.1.5 搜索m
3.1.6: 单元1总结 (英文原声中文字幕)4m
工作坊习题课9解答 (英文原声中文字幕)19m
Reading3 readings
课程原理与简介10m
课前调查10m
工作坊习题课9: 约束编程基础搜索策略10m
Week
2
Hours to complete
7 hours to complete

高阶约束编程

在这个模块中,你将会看到如何用分支限界搜索求解优化问题,和搜索策略在这些情况下如何变得更为重要。你将会了解到高阶的搜索策略,包括重启搜索和基于影响(impact-based)的搜索。这个模块也会解释如alldifferent和cumulative全局约束的内部实现。...
Reading
6 videos (Total 217 min), 1 reading, 1 quiz
Video6 videos
3.2.2 重启式搜索和高级搜索52m
3.2.3 Alldifferent内部实现34m
3.2.4 Cumulative内部实现39m
3.2.6 单元2总结 (英文原声中文字幕)6m
工作坊习题课10解答 (英文原声中文字幕)30m
Reading1 reading
工作坊习题课10: 约束编程高阶搜索策略10m
Week
3
Hours to complete
6 hours to complete

混合整数线性规划

这个模块从介绍线性规划和用于解决连续线性规划优化问题的Simplex算法开始,之后展示了这个方法如何可以和分支限界法配合来解决混合整数线性规划问题。之后再进一步学习Gomory切割和分支切割法并领略它们如何提高求解速度。...
Reading
5 videos (Total 166 min), 1 reading, 1 quiz
Video5 videos
3.3.2 混合整数线性规划42m
3.3.3 切割平面32m
3.3.5 单元3总结 (英文原声中文字幕)4m
工作坊习题课11解答 (英文原声中文字幕)26m
Reading1 reading
工作坊习题课11: 混合整数线性规划建模10m
Week
4
Hours to complete
8 hours to complete

局部搜索

这个模块带你进入局部搜索的神奇领域,它可以高效地探索一些大而复杂的搜索空间。你将会学到状态,移动和邻域的概念,还有它们在受约束的搜索空间中如何被应用在基本贪心搜索和最速梯度下降搜索中。你还将学习不同的方法来逃离或者避免局部最小值,包括重启,模拟退火,禁忌表和离散拉格朗日乘数法。最后,你将会看到大邻域搜索把在邻域中找到最优相邻点看作一个离散优化问题来解决,并因此使我们探索更远和更有效地搜索。...
Reading
9 videos (Total 265 min), 2 readings, 1 quiz
Video9 videos
3.4.2 约束和局部搜索31m
3.4.3 逃离局部最小点-重启20m
3.4.4 模拟退火19m
3.4.5 禁忌表22m
3.4.6 离散拉格朗日乘数法44m
3.4.7 大邻域搜索45m
3.4.8 单元4总结 (英文原声中文字幕)8m
工作坊习题课12解答 (英文原声中文字幕)30m
Reading2 readings
工作坊习题课12: 局部搜索10m
课后调查10m

Instructors

Avatar

Prof. Jimmy Ho Man Lee

Professor
Department of Computer Science and Engineering
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Prof. Peter James Stuckey

Professor
Computing and Information Systems

About The Chinese University of Hong Kong

Founded in 1963, The Chinese University of Hong Kong (CUHK) is a forward looking comprehensive research university with a global vision and a mission to combine tradition with modernity, and to bring together China and the West. CUHK teachers and students hail from all corners of the world. CUHK graduates are connected worldwide through an expansive alumni network....

About The University of Melbourne

The University of Melbourne is an internationally recognised research intensive University with a strong tradition of excellence in teaching, research, and community engagement. Established in 1853, it is Australia's second oldest University....

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.