Updating Surrogates to use SurrogatesBase - Githubissues

SciML / Surrogates.jl

Surrogate modeling and optimization for scientific machine learning (SciML)

https://docs.sciml.ai/Surrogates/stable/

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Updating Surrogates to use SurrogatesBase #488

Open sathvikbhagavan opened 1 month ago

sathvikbhagavan commented 1 month ago

All the packages in libs/

[ ] SurrogatesAbstractGPs
[ ] SurrogatesFlux
[ ] SurrogatesMOE
[ ] SurrogatesPolyChaos
[x] SurrogatesRandomForest - https://github.com/SciML/Surrogates.jl/pull/477
[x] SurrogatesSVM - https://github.com/SciML/Surrogates.jl/pull/475

Surrogates in src/

[ ] Earth
[ ] GEK
[ ] GEKPLS
[ ] InverseDistance
[ ] Kriging
[ ] LinearSurrogate
[ ] Lobachevsky
[ ] Radial Basis Functions
[ ] SecondOrderPolynomial
[ ] VariableFidelity
[ ] Wendland

Update Optimization Strategies
Use Optimization with all surrogates and add tests for it.
Update docs
Adding utilities like check_dimension in SurrogatesBase.