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gaussian process examples

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MizuhoAOKI/gaussian_process

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License: MITRye

Gaussian Process

Dependency

  • python

    • version 3.10 or higher is recommended.

  • rye

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

Setup

git clone https://github.com/MizuhoAOKI/gaussian_process.gitcd gaussian_processrye sync

Usage

Gaussian Process Regression

cd gaussian_processrye run jupyter notebook notebooks/gp_regression_1d.ipynb

gaussian process regression (1 dim)

cd gaussian_processrye run jupyter notebook notebooks/gp_regression_2d.ipynb

gaussian process regression (2 dim)

Bayesian Optimization

cd gaussian_processrye run jupyter notebook notebooks/bayesian_optimization_1d.ipynb
bayesian_optimization_1d.mp4
cd gaussian_processrye run jupyter notebook notebooks/bayesian_optimization_2d.ipynb
bayesian_optimization_2d.mp4
cd gaussian_processrye run jupyter notebook notebooks/bayesian_optimization_path_tracking.ipynb
bo_pathtracking_1080p.mp4

References

Great textbooks to learn Gaussian Process:

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