Colab notebooks
===============

The easiest way to start using GPax is via Google Colab, which is a free research tool from Google for machine learning education and research built on top of Jupyter Notebook. The following notebooks can be executed in Google Colab by simply clicking on the "Open in Colab" icon:

*   | Gaussian process in the fully Bayesian mode |simpleGP|

*   | Structured Gaussian processes |sGP|

*   | Bayesian optimization |GPBO|

*   | Theory-informed Gaussian process & Bayesian optimization |MTGPBO|

*   | Hypothesis learning |hypoAL|

*   | Deep Kernel Learning |DKL|

*   | Heteroskedastic Gaussian processes |VarNoiseGP|

.. |simpleGP| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/simpleGP.ipynb

.. |sGP| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/GP_sGP.ipynb

.. |GPBO| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/gpax_GPBO.ipynb

.. |MTGPBO| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/GPax_MultiTaskGP_BO.ipynb

.. |hypoAL| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/hypoAL.ipynb
   
.. |DKL| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/gpax_viDKL_plasmons.ipynb

.. |VarNoiseGP| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/ziatdinovmax/gpax/blob/master/examples/heteroskedasticGP.ipynb