# Teaching-Learning-based Optimization
**URL:** https://discourse.julialang.org/t/teaching-learning-based-optimization/73014
**Category:** Optimization (Mathematical)
**Created:** [December 13, 2021, 10:47am UTC](https://discourse.julialang.org/t/teaching-learning-based-optimization/73014 "2021-12-13T10:47:56Z")
**Posts on this page:** 4
**Page:** 1
### Author:  [@Hans\_W\_Borchers](https://discourse.julialang.org/u/Hans_W_Borchers)
#### Post date: [December 13, 2021, 10:47am UTC](https://discourse.julialang.org/t/teaching-learning-based-optimization/73014/1 "2021-12-13T10:47:57Z")
Is there an implementation of the Teaching-Learning-Based Optimization (TLBO) algorithm in a Julia package or somewhere on Github? I found a MATLAB toolbox, but all searches for Julia were not successful.
See [Teaching Learning Based Optimization Algorithm | SpringerLink](https://link.springer.com/book/10.1007/978-3-319-22732-0)
I would also be interested (less so, but anyway) in an implementation of the Jaya method, see [http://www.growingscience.com/ijiec/Vol7/IJIEC\_2015\_32.pdf](http://www.growingscience.com/ijiec/Vol7/IJIEC_2015_32.pdf) .
Thanks for any hints. HW
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### Author:  [@odow](https://discourse.julialang.org/u/odow)
#### Post date: [December 13, 2021, 7:31pm UTC](https://discourse.julialang.org/t/teaching-learning-based-optimization/73014/2 "2021-12-13T19:31:50Z")
I haven’t seen that particular one, but there are a variety of related packages:
- [https://github.com/jmejia8/Metaheuristics.jl](https://github.com/jmejia8/Metaheuristics.jl)
- [GitHub - wildart/Evolutionary.jl: Evolutionary & genetic algorithms for Julia](https://github.com/wildart/Evolutionary.jl)
- [https://github.com/robertfeldt/BlackBoxOptim.jl](https://github.com/robertfeldt/BlackBoxOptim.jl)
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### Author:  [@lmiq](https://discourse.julialang.org/u/lmiq)
#### Post date: [December 13, 2021, 7:36pm UTC](https://discourse.julialang.org/t/teaching-learning-based-optimization/73014/3 "2021-12-13T19:36:16Z")
Not exactly the same thing, but there is this book on NLOpt: [https://github.com/ctkelley/SIAMFANLEquations.jl](https://github.com/ctkelley/SIAMFANLEquations.jl)
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### Author:  [@Hans\_W\_Borchers](https://discourse.julialang.org/u/Hans_W_Borchers)
#### Post date: [December 14, 2021, 9:02am UTC](https://discourse.julialang.org/t/teaching-learning-based-optimization/73014/4 "2021-12-14T09:02:39Z")
Thanks – but I know all this.
I am only interested in the two algorithms mentioned.