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Is there any "Hello World" type example for heuristics or metaheuristics or optimization methods

I try, but still I have not found a very simple tutorial from which I can start with meta-heuristics and optimization problems. I have seen many books, but they are full of mathematics. I know that in the end I have to do this, but if at least I have one simple example that is in front of me, then I can get some confidence and not read books and have nothing practical in front of me.

Can someone point me to a textbook where someone described a small problem and then discusses its solution with heuristics so that I know how this is practically applied.

I don't want anyone to write code for me but any tutorial out there which can help me in writing code for those heuristics

If this is done in any programming language, then this is good, but otherwise I will be glad to see how the algorithms solve a certain problem.

I know that there are many algorithms, but I don’t know where to start, so any optimization algorithm will be fine as long as I understand how it works, so I can continue further.

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Here's a visual explanation of heuristic and metaheuristic algorithms in this presentation .

For instance:

enter image description here

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