Specialization Made Necessary
A hospital is overcrowded with experts and doctors each with their own specializations, solving unique problems. Surgeons, cardiologists, pediatricians — experts of all kinds join hands to provide care, often collaborating to get the patients the care they need. We can do the same with AI.
Mixture of Experts (MoE) architecture in artificial intelligence is defined as a mix or blend of different “expert” models working together to deal with or respond to complex data inputs. When it comes to AI, every expert in an MoE model specializes in a much larger problem — just like every doctor specializes in their medical field. This improves efficiency and increases system efficacy and accuracy.
https://dzone.com/articles/why-the-newest-llms-use-a-moe-mixture-of-experts
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