ATHENA
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ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis
**Describe the bug** The GPy dependency does not work anymore for python>=3.8 **To Reproduce** Run LocalAS **Output** `AttributeError: module 'numpy' has no attribute 'bool'` **Proposed solution** Use scikit implementation instead:...
Remove the custom scaler and use scikit-learn [MinMaxScaler](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html) with (-1, 1) instead. `from sklearn.preprocessing import MinMaxScaler`
Substitute GPyOpt dependency with [BayesianOptimization](https://github.com/fmfn/BayesianOptimization) or just remove the bso flag for the projection matrix tuning. GPyOpt results in some errors for numpy 1.24+ and it is not maintained anymore.
Add the missing docstrings in the local active subspaces classes.
Add links and description to the readme in the tutorials folder.