Jesper Dr.amsch 
I gave this EAGE e-lecture on cracking open the black box in geoscience ML.
The talk covers how to apply domain knowledge and physical properties inside machine learning models rather than bolting them on as an afterthought. Aimed at students but useful for anyone building ML in a domain where the physics matters.
When your data has structure, your model should know about it.
Check it out here: http://amplt.de/ArtisticThoughtfulApplication
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