I came across this slide deck from Prof. Shyue Ping Ong at UCSD. He leads a really exciting group that focuses on computational materials science and materials informatics. Many of his papers are outstanding and this particular slide provides a nice review of different use cases for AI/ML. I will note though that in many scenarios trying to replicate or implement similar research is a fairly hefty endevour unless your working with others who have done it before.
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