https://github.com/neelsoumya/gaussian_process_tutorial

Tutorial and examples for Gaussian processes
https://github.com/neelsoumya/gaussian_process_tutorial

gaussian-process-regression gaussian-processes

Last synced: 10 months ago
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Tutorial and examples for Gaussian processes

• Host: GitHub
• URL: https://github.com/neelsoumya/gaussian_process_tutorial
• Owner: neelsoumya
• License: gpl-3.0
• Created: 2022-05-28T05:52:20.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-06-02T07:34:19.000Z (over 3 years ago)
• Last Synced: 2025-01-08T08:47:11.124Z (11 months ago)
• Topics: gaussian-process-regression, gaussian-processes
• Homepage:
• Size: 26.4 KB
• Stars: 1
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# gaussian_process_tutorial

## Introduction

Tutorial and examples for Gaussian processes

## Tutorial

https://distill.pub/2019/visual-exploration-gaussian-processes/

Animation

http://www.infinitecuriosity.org/vizgp/

https://www.youtube.com/watch?v=upJ31CIVWZo

CONCEPT: Gaussian process regression is similar to Bayesian linear regression (with the addition of kernels)

Excellent videos

https://www.youtube.com/watch?v=vU6AiEYED9E

https://www.youtube.com/watch?v=e7as_wY0hUI

https://bookdown.org/rbg/surrogates/chap5.html

## Code

https://uk.mathworks.com/help/stats/fitrgp.html

https://uk.mathworks.com/matlabcentral/fileexchange/48511-bayesian-linear-regression

https://cran.r-project.org/web/packages/GauPro/vignettes/GauPro.html

https://github.com/EmuKit/emukit/blob/main/emukit/examples/spread_of_disease-with_seir_model/Emukit-task-spread-of-disease-with-seir-model.ipynb

https://uk.mathworks.com/help/stats/fitrgp.html

## Writeup

https://osf.io/gx78k/

https://osf.io/vja52/

## Miscellaneous

http://gaussianprocess.org/gpml/code/matlab/doc/

http://learning.eng.cam.ac.uk/carl/mauna/

https://bookdown.org/rbg/surrogates/chap5.html

## Math

https://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/lecturenote15.html

## Contact

Soumya Banerjee

sb2333@cam.ac.uk