This is example code for applying Bayesian Optimization to ferromagnetic thin film development. Check out our paper if you would like to learn more: https://ieeexplore.ieee.org/document/9599674
If you modify this code for your own research, please cite our paper.
A. Will-Cole, A. Gilad Kusne, Peter Tonner, Cunzheng Dong, Xianfeng Liang, Huaihao Chen, and Nian X. Sun., "Application of Bayesian Optimization and Regression Analysis to Ferromagnetic Materials Development," IEEE Trans. Mag. (2021).
Please note this code uses the GPy and GPyOpt libraries from the SheffieldML (https://sheffieldml.github.io/GPy/)