Tired of solving Sudokus by hand? This class teaches you how to solve complex search problems with discrete optimization concepts and algorithms, including constraint programming, local search, and mixed-integer programming.
Offert par
Optimisation discrète
Université de MelbourneÀ propos de ce cours
46 389 consultations récentes
Dates limites flexibles
Réinitialisez les dates limites selon votre disponibilité.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
100 % en ligne
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Niveau intermédiaire
Approx. 65 heures pour terminer
Anglais
Sous-titres : Arabe, Français, Portugais (européen), Italien, Vietnamien, Allemand, Russe, Anglais, Espagnol
Compétences que vous acquerrez
- Constraint Programming
- Branch And Bound
- Discrete Optimization
- Linear Programming (LP)
Dates limites flexibles
Réinitialisez les dates limites selon votre disponibilité.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
100 % en ligne
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Niveau intermédiaire
Approx. 65 heures pour terminer
Anglais
Sous-titres : Arabe, Français, Portugais (européen), Italien, Vietnamien, Allemand, Russe, Anglais, Espagnol
Offert par
Université de 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.
Programme de cours : ce que vous apprendrez dans ce cours
2 heures pour terminer
Welcome
These lectures and readings give you an introduction to this course: its philosophy, organization, and load. They also tell you how the assignments are a significant part of the class. This week covers the common input/output organization of the assignments, how they are graded, and how to succeed in this class.
2 heures pour terminer
4 vidéos (Total 43 min), 2 lectures, 1 quiz
7 heures pour terminer
Knapsack
These lectures introduce optimization problems and some optimization techniques through the knapsack problem, one of the most well-known problem in the field. It discusses how to formalize and model optimization problems using knapsack as an example. It then reviews how to apply dynamic programming and branch and bound to the knapsack problem, providing intuition behind these two fundamental optimization techniques. The concept of relaxation and search are also discussed.
7 heures pour terminer
9 vidéos (Total 101 min)
17 heures pour terminer
Constraint Programming
Constraint programming is an optimization technique that emerged from the field of artificial intelligence. It is characterized by two key ideas: To express the optimization problem at a high level to reveal its structure and to use constraints to reduce the search space by removing, from the variable domains, values that cannot appear in solutions. These lectures cover constraint programming in detail, describing the language of constraint programming, its underlying computational paradigm and how it can be applied in practice.
17 heures pour terminer
13 vidéos (Total 248 min), 1 lecture, 2 quiz
13 heures pour terminer
Local Search
Local search is probably the oldest and most intuitive optimization technique. It consists in starting from a solution and improving it by performing (typically) local perturbations (often called moves). Local search has evolved substantially in the last decades with a lot of attention being devoted on which moves to explore. These lectures explore the theory and practice of local search, from the concept of neighborhood and connectivity to meta-heuristics such as tabu search and simulated annealing.
13 heures pour terminer
10 vidéos (Total 191 min)
Avis
- 5 stars89,31 %
- 4 stars7,93 %
- 3 stars1,06 %
- 2 stars0,15 %
- 1 star1,52 %
Meilleurs avis pour OPTIMISATION DISCRÈTE
par PW31 août 2018
Most difficult on-line course I've ever had. Demanding and engaging at the same time. Good luck to people without IT background :D.
par AD5 juin 2019
Excellent course! The course video are very clear and build on each other as the course progress. It is well structured. The assignments have the right amount of difficulty.
par EM19 mai 2020
The class is great. Lectures are engaging and I can't believe how much I've learned, despite knowing nothing going in.
par OK4 avr. 2017
I learned a lot in this course and it's definitely well managed and well taught by an amazing professor.
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