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https://www.reddit.com/r/okbuddyphd/comments/1gpphow/machine_learning_in_physics_research_meme/
Pretty much the only thing it's even remotely good for is as a toy.
There's plenty of stuff where ML algorithms the state of the art. For example the raw data from nanopore DNA sequencing machines is extremely noisy and ML algorithms clean it up with much less error than the Markov chains used in years previous.
