课程信息
105,205 次近期查看

Learner Career Outcomes

40%

完成这些课程后已开始新的职业生涯

40%

通过此课程获得实实在在的工作福利

17%

加薪或升职

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为33 小时

建议:8 weeks of study, 10-15 hours per week...

英语(English)

字幕:英语(English)

您将获得的技能

Constraint ProgrammingBranch And BoundDiscrete OptimizationLinear Programming (LP)

Learner Career Outcomes

40%

完成这些课程后已开始新的职业生涯

40%

通过此课程获得实实在在的工作福利

17%

加薪或升职

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为33 小时

建议:8 weeks of study, 10-15 hours per week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 2 小时

Welcome

4 个视频 (总计 43 分钟), 3 个阅读材料, 1 个测验
4 个视频
Course Motivation - Indiana Jones, challenges, applications20分钟
Course Introduction - philosophy, design, grading rubric11分钟
Assignments Introduction & Any Integer9分钟
3 个阅读材料
Start of Course Survey10分钟
Socialize10分钟
Course Syllabus10分钟
2
完成时间为 7 小时

Knapsack

9 个视频 (总计 101 分钟), 1 个测验
9 个视频
Knapsack 2 - greedy algorithms7分钟
Knapsack 3 - modeling8分钟
Knapsack 4 - dynamic programming17分钟
Knapsack 5 - relaxation, branch and bound14分钟
Knapsack 6 - search strategies, depth first, best first, least discrepancy14分钟
Assignments Getting Started13分钟
Knapsack & External Solver10分钟
Exploring the Material - open course design, optimization landscape, picking your adventure10分钟
3
完成时间为 17 小时

Constraint Programming

13 个视频 (总计 248 分钟), 1 个阅读材料, 2 个测验
13 个视频
CP 2 - propagation, arithmetic constraints, send+more=money26分钟
CP 3 - reification, element constraint, magic series, stable marriage16分钟
CP 4 - global constraint intuition, table constraint, sudoku19分钟
CP 5 - symmetry breaking, BIBD, scene allocation18分钟
CP 6 - redundant constraints, magic series, market split11分钟
CP 7 - car sequencing, dual modeling18分钟
CP 8 - global constraints in detail, knapsack, alldifferent33分钟
CP 9 - search, first-fail, euler knight, ESDD25分钟
CP 10 - value/variable labeling, domain splitting, symmetry breaking in search28分钟
Graph Coloring6分钟
Optimization Tools5分钟
Set Cover8分钟
1 个阅读材料
Optimization Tools10分钟
4
完成时间为 13 小时

Local Search

10 个视频 (总计 191 分钟), 1 个测验
10 个视频
LS 2 - swap neighborhood, car sequencing, magic square15分钟
LS 3 - optimization, warehouse location, traveling salesman, 2-opt, k-opt23分钟
LS 4 - optimality vs feasibility, graph coloring22分钟
LS 5 - complex neighborhoods, sports scheduling21分钟
LS 6 - escaping local minima, connectivity15分钟
LS 7 - formalization, heuristics, meta-heuristics introduction22分钟
LS 8 - iterated location search, metropolis heuristic, simulated annealing, tabu search intuition18分钟
LS 9 - tabu search formalized, aspiration, car sequencing, n-queens26分钟
Traveling Salesman10分钟
4.9
77 条评论Chevron Right

来自离散优化的热门评论

创建者 SKMay 30th 2019

Exceptional coverage of optimization fundamentals. Learning of practical applied methods. Real university level course, no water down "data science". Absolutely love it! Thank you professor Pascal.

创建者 AMFeb 6th 2017

I like the instructor teaching approach and the evaluation system, the subject itself took me a lot of effort and i think the LNS technique should be teached just after local search.

讲师

Avatar

Dr. Carleton Coffrin

Adjunct Lecturer
Computing and Information Systems

关于 墨尔本大学

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....

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  • Good programming skills, knowledge of algorithms and linear algebra.

  • A minimal knowledge of python is necessary to integrate with the course infrastructure. Outside of that, students are free to use any language of their choice.

  • A motivated student spending the time on the programming assignment will succeed in this class.

  • At the discrete optimization store: http://www.zazzle.com.au/discreteoptimization

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