https://github.com/elcorto/gp_playground

Explore selected topics related to Gaussian processes
https://github.com/elcorto/gp_playground

gaussian-processes gpy gpytorch kernel-ridge-regression machine-learning scikit-learn tinygp

Last synced: about 1 month ago
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Explore selected topics related to Gaussian processes

• Host: GitHub
• URL: https://github.com/elcorto/gp_playground
• Owner: elcorto
• License: bsd-3-clause
• Created: 2022-05-17T13:59:24.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-11-26T20:54:11.000Z (about 1 month ago)
• Last Synced: 2024-11-26T21:32:28.012Z (about 1 month ago)
• Topics: gaussian-processes, gpy, gpytorch, kernel-ridge-regression, machine-learning, scikit-learn, tinygp
• Language: Python
• Homepage: https://elcorto.github.io/gp_playground
• Size: 52.9 MB
• Stars: 1
• Watchers: 3
• Forks: 0
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
[![DOI](https://zenodo.org/badge/493275233.svg)](https://zenodo.org/badge/latestdoi/493275233)



  




**Check the [book content here](https://elcorto.github.io/gp_playground/root.html)**.

This project uses [Jupyter Book](https://jupyterbook.org) and

[jupytext](https://jupytext.readthedocs.io). To build locally, follow the instructions below or check the CI pipline.

```sh

# https://virtualenvwrapper.readthedocs.io/en/latest/

$ mkvirtualenv gp_play

```

else

```sh

$ python3 -m venv gp_play && . ./gp_play/bin/activate

```

Then install some variant of torch (CPU, GPU) plus the packages that we test

here. The torch install line is just an example, please check the pytorch

website for more.

We need this only for gpytorch. Comment this out in

`book/content/gp_pred_comp/notebook_comp.py` to skip. Examples are tiny, so

there is no need to install the GPU version of torch.

```sh

(gp_play) $ pip install torch --extra-index-url https://download.pytorch.org/whl/cpu

(gp_play) $ pip install -r requirements.txt

```

Build

```sh

(gp_play) $ ./generate-book.sh

# If you only modified some notebook scripts (we use jupytext in the

# background), pass their names. Else the script will purge are rebuild all.

(gp_play) $ ./generate-book.sh book/content/gp_pred_comp/notebook_comp.py

# If you only changed markdown files

(gp_play) $ jb build book

```

View

```sh

$ some_browser book/_build/html/index.html

```