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Online Education for OR and Developing Decision Support Systems

Good resources for solving techniques (Metaheuristics, MILP, CP etc)Linear and Integer programming materialsSuggestion of some courses in sequential decision makingOpen source Markov decision process solversWhat is the connection of Operations Research and Reinforcement Learning?Benchmark problems for scenario-based stochastic optimizationWhat are the tradeoffs between “exact” and Reinforcement Learning methods for solving optimization problemsCombinatorial Optimization: Metaheuristics, CP, IP — “versus” or “and”?Reference for column generation applicationsAre metaheuristics ever practical for continuous optimization?Suggestion of some courses in sequential decision makingGood resources for solving techniques (Metaheuristics, MILP, CP etc)Dataset human solutions for OR problems

9

3

$begingroup$

I am looking for educational programmes which can be conducted online, such as

• full MSc., degree certificates,




• postgraduate courses/modules,




• MOOCs.

Topics I am looking for are on advanced optimization such as

• column generation,




• (meta)heuristics,




• reinforcement learning.

Any recommendations? Feel free to share experiences!

Longer background: I have an MSc. in Engineering during which I focussed on optimization methods (MILP, heuristics, queuing models etc.) in a specific sector. At my work, I get the freedom to develop myself further into the field with the goal of being able to develop (prototype) tooling for decision support at our clients.

optimization online-resources column-generation metaheuristics reinforcement-learning

share|improve this question

edited 8 hours ago

TheSimpliFire♦

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SanderSander

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9

3

$begingroup$

I am looking for educational programmes which can be conducted online, such as

• full MSc., degree certificates,




• postgraduate courses/modules,




• MOOCs.

Topics I am looking for are on advanced optimization such as

• column generation,




• (meta)heuristics,




• reinforcement learning.

Any recommendations? Feel free to share experiences!

Longer background: I have an MSc. in Engineering during which I focussed on optimization methods (MILP, heuristics, queuing models etc.) in a specific sector. At my work, I get the freedom to develop myself further into the field with the goal of being able to develop (prototype) tooling for decision support at our clients.

optimization online-resources column-generation metaheuristics reinforcement-learning

share|improve this question

edited 8 hours ago

TheSimpliFire♦

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asked 9 hours ago

SanderSander

4833 bronze badges

New contributor

Sander is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.

$endgroup$

add a comment | 

$begingroup$

I am looking for educational programmes which can be conducted online, such as

• full MSc., degree certificates,




• postgraduate courses/modules,




• MOOCs.

Topics I am looking for are on advanced optimization such as

• column generation,




• (meta)heuristics,




• reinforcement learning.

Any recommendations? Feel free to share experiences!

Longer background: I have an MSc. in Engineering during which I focussed on optimization methods (MILP, heuristics, queuing models etc.) in a specific sector. At my work, I get the freedom to develop myself further into the field with the goal of being able to develop (prototype) tooling for decision support at our clients.

optimization online-resources column-generation metaheuristics reinforcement-learning

share|improve this question

edited 8 hours ago

TheSimpliFire♦

2,28677 silver badges3939 bronze badges

asked 9 hours ago

SanderSander

4833 bronze badges

New contributor

Sander is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.

$endgroup$

share|improve this question

edited 8 hours ago

TheSimpliFire♦

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asked 9 hours ago

SanderSander

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New contributor

Sander is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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share|improve this question

edited 8 hours ago

TheSimpliFire♦

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asked 9 hours ago

SanderSander

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Sander is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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edited 8 hours ago

TheSimpliFire♦

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edited 8 hours ago

TheSimpliFire♦

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asked 9 hours ago

SanderSander

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asked 9 hours ago

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3 Answers
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7

$begingroup$

Check Coursera, edX, Udemy, or any other online courses (such as those of Stanford). For example:

• Free: Discrete Optimization course on Coursera, covers column generation and an introduction to (meta)heuristic


• 
  Optimization with Metaheuristics in Python on Udemy


• Lectures of Introduction to Meta-heuristics
  


• 
  Artificial Intelligence: Reinforcement Learning in Python and Advanced AI: Deep Reinforcement Learning in Python are intermediate and advanced courses on Udemy (by the same instructor.)


• Also, check the great answers already provided in other questions on the site. For example, Good resources for solving techniques (Metaheuristics, MILP, CP etc) and Linear and Integer programming materials.

share|improve this answer

answered 6 hours ago

EhsanK♦EhsanK

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add a comment | 

3

$begingroup$

For heuristics you can take a look at this course. Also the book "How to solve it : Modern heuristics" by Zbigniew Michalewicz and David B. Fogel.

Reinforcement Learning has similiarities with approximate dynamic programming, these video lectures by D. P. Bertsekas may be useful.

share|improve this answer

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

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add a comment | 

1

$begingroup$

Institute of Applied Optimization

Metaheuristic Optimization - prerequisite: Java programming

Coursera

Practical Reinforcement Learning - related

share|improve this answer

answered 2 hours ago

TheSimpliFire♦TheSimpliFire

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add a comment | 

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7

$begingroup$

Check Coursera, edX, Udemy, or any other online courses (such as those of Stanford). For example:

• Free: Discrete Optimization course on Coursera, covers column generation and an introduction to (meta)heuristic


• 
  Optimization with Metaheuristics in Python on Udemy


• Lectures of Introduction to Meta-heuristics
  


• 
  Artificial Intelligence: Reinforcement Learning in Python and Advanced AI: Deep Reinforcement Learning in Python are intermediate and advanced courses on Udemy (by the same instructor.)


• Also, check the great answers already provided in other questions on the site. For example, Good resources for solving techniques (Metaheuristics, MILP, CP etc) and Linear and Integer programming materials.

share|improve this answer

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

$endgroup$

add a comment | 

7

$begingroup$

Check Coursera, edX, Udemy, or any other online courses (such as those of Stanford). For example:

• Free: Discrete Optimization course on Coursera, covers column generation and an introduction to (meta)heuristic


• 
  Optimization with Metaheuristics in Python on Udemy


• Lectures of Introduction to Meta-heuristics
  


• 
  Artificial Intelligence: Reinforcement Learning in Python and Advanced AI: Deep Reinforcement Learning in Python are intermediate and advanced courses on Udemy (by the same instructor.)


• Also, check the great answers already provided in other questions on the site. For example, Good resources for solving techniques (Metaheuristics, MILP, CP etc) and Linear and Integer programming materials.

share|improve this answer

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

$endgroup$

add a comment | 

$begingroup$

Check Coursera, edX, Udemy, or any other online courses (such as those of Stanford). For example:

• Free: Discrete Optimization course on Coursera, covers column generation and an introduction to (meta)heuristic


• 
  Optimization with Metaheuristics in Python on Udemy


• Lectures of Introduction to Meta-heuristics
  


• 
  Artificial Intelligence: Reinforcement Learning in Python and Advanced AI: Deep Reinforcement Learning in Python are intermediate and advanced courses on Udemy (by the same instructor.)


• Also, check the great answers already provided in other questions on the site. For example, Good resources for solving techniques (Metaheuristics, MILP, CP etc) and Linear and Integer programming materials.

share|improve this answer

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

$endgroup$

share|improve this answer

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

answered 6 hours ago

EhsanK♦EhsanK

2,38611 gold badge44 silver badges3131 bronze badges

3

$begingroup$

For heuristics you can take a look at this course. Also the book "How to solve it : Modern heuristics" by Zbigniew Michalewicz and David B. Fogel.

Reinforcement Learning has similiarities with approximate dynamic programming, these video lectures by D. P. Bertsekas may be useful.

share|improve this answer

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

$endgroup$

add a comment | 

3

$begingroup$

For heuristics you can take a look at this course. Also the book "How to solve it : Modern heuristics" by Zbigniew Michalewicz and David B. Fogel.

Reinforcement Learning has similiarities with approximate dynamic programming, these video lectures by D. P. Bertsekas may be useful.

share|improve this answer

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

$endgroup$

add a comment | 

$begingroup$

For heuristics you can take a look at this course. Also the book "How to solve it : Modern heuristics" by Zbigniew Michalewicz and David B. Fogel.

Reinforcement Learning has similiarities with approximate dynamic programming, these video lectures by D. P. Bertsekas may be useful.

share|improve this answer

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

$endgroup$

share|improve this answer

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

answered 7 hours ago

Amira ZarglayounAmira Zarglayoun

67966 silver badges1515 bronze badges

1

$begingroup$

Institute of Applied Optimization

Metaheuristic Optimization - prerequisite: Java programming

Coursera

Practical Reinforcement Learning - related

share|improve this answer

answered 2 hours ago

TheSimpliFire♦TheSimpliFire

2,28677 silver badges3939 bronze badges

$endgroup$

add a comment | 

1

$begingroup$

Institute of Applied Optimization

Metaheuristic Optimization - prerequisite: Java programming

Coursera

Practical Reinforcement Learning - related

share|improve this answer

answered 2 hours ago

TheSimpliFire♦TheSimpliFire

2,28677 silver badges3939 bronze badges

$endgroup$

add a comment | 

$begingroup$

Institute of Applied Optimization

Metaheuristic Optimization - prerequisite: Java programming

Coursera

Practical Reinforcement Learning - related

share|improve this answer

answered 2 hours ago

TheSimpliFire♦TheSimpliFire

2,28677 silver badges3939 bronze badges

$endgroup$

share|improve this answer

answered 2 hours ago

TheSimpliFire♦TheSimpliFire

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answered 2 hours ago

TheSimpliFire♦TheSimpliFire

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answered 2 hours ago

TheSimpliFire♦TheSimpliFire

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