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

bayesian_optimization_1d.mp4

cd gaussian_process
rye run jupyter notebook notebooks/bayesian_optimization_2d.ipynb

bayesian_optimization_2d.mp4

cd gaussian_process
rye run jupyter notebook notebooks/bayesian_optimization_path_tracking.ipynb

bo_pathtracking_1080p.mp4