Friday, 29th September - 3pm Colin Raffel : Seminar

Title: Build an Ecosystem, Not a Monolith

Abstract:

Currently, the preeminent paradigm for building artificial intelligence is the development of large, general-purpose models that aim to be able to perform all tasks at (super)human level. In this talk, I will argue that an ecosystem of specialist models would likely be dramatically more efficient and could be significantly more effective. Such an ecosystem could be built collaboratively by a distributed community and be continually expanded and improved. In this talk, I will outline some of the technical challenges involved in creating model ecosystems, including automatically selecting which models to use for a particular task, merging models to combine their capabilities, and efficiently communicating changes to a model.

Bio:

Colin Raffel is an associate professor at the University of Toronto and a faculty researcher at Hugging Face. His work aims to make it easy to get computers to do new things.

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