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I can't speak for everyone in my field (chemical manufacture and catalyst development), but I wrote about some of what I think are the current coolest new devel
by neltnerb 10y ago
I can't speak for everyone in my field (chemical manufacture and catalyst development), but I wrote about some of what I think are the current coolest new developments in chemistry and materials science as it relates to machine learning. [1]
In summary, the use of machine learning can help us develop better representations of chemical reactions, catalyst behavior, and we can now use adaptive learning to create closed-loop systems to identify, carry out, and optimize chemical processes to reduce environmental impact, reduce energy usage, and decrease costs.
The state of the art isn't quite there, but I see no major conceptual barriers left -- just a matter of implementing it.
[1] http://www.brianneltner.com/machine-learning/ http://www.brianneltner.com/machine-learning/