Here are three collabs that emphasize some simple concepts in ML.

Roscoff
^^^^^^^

GPR
~~~

1D GP process from the scratch. With no *import something* `GPRoscoff01
<https://colab.research.google.com/drive/1nMb6onNl1GMtO-aowOuGTWYO-2admSSL?usp=sharing>`_


Surrogate models for local energy in W and vibrational entropy for point defects in Fe `GPRoscoff02
<https://drive.google.com/file/d/1UBI983ZLnadULAVjZPAV4RIok_mjnmxW/view?usp=sharing>`_

GNN
~~~

GCN from the scratch using just JAX (inspired from Prof. Jure Leskovec) 
`GCNRoscoff03 <https://drive.google.com/file/d/16OVOf9rGkCE_wpc7LEzZU8aJGjtFiN-r/view?usp=sharing>`_