Gaussian Process

Dependency

• python

  • version 3.10 or higher is recommended.

• rye

  • seting up python environment easily and safely.
  • only numpy, matplotlib, notebook are needed to run all scripts in this repository.

Setup

git clone https://github.com/MizuhoAOKI/gaussian_process.git
cd gaussian_process
rye sync

Usage

Gaussian Process Regression

cd gaussian_process
rye run jupyter notebook notebooks/gp_regression_1d.ipynb

cd gaussian_process
rye run jupyter notebook notebooks/gp_regression_2d.ipynb

Bayesian Optimization

cd gaussian_process
rye run jupyter notebook notebooks/bayesian_optimization_1d.ipynb

https://github.com/MizuhoAOKI/gaussian_process/assets/63337525/36b2d534-8d9f-4a5e-b26d-dc41e0032590

cd gaussian_process
rye run jupyter notebook notebooks/bayesian_optimization_2d.ipynb

https://github.com/user-attachments/assets/6e01d71f-f5d6-4ca8-90a3-6792bac1da56

cd gaussian_process
rye run jupyter notebook notebooks/bayesian_optimization_path_tracking.ipynb

https://github.com/user-attachments/assets/6d2cbb48-3d44-46c5-ba76-3fc29aa1ca1d