Is Brainchip Really 3 Years Ahead of Competition?, page-3

5. One-shot learning



One of the "holy grails" of neuromorphic computing is one-shot learning, just like we learn not to touch a hot cup of tea after getting scalded once, a computer should learn what a sensory input (visual, auditory, gustatory, somatic, etc) indicates after being trained once.

https://bdtechtalks.com/2020/08/12/what-is-one-shot-learning/

This capability of the Akida 1000 has been demonstrated several times by Brainchip over the past couple of years, such as in the AI Field Day.

This capability has also turned the opinion of domain experts who were skeptical of it.

https://silvertonconsulting.com/blog/2020/11/25/ok-maybe-neuromorphic-chips-arent-a-deadend/

Even the chips by chip giant competitors do not seem to have this ability. I refer you to page 3 of the following document;

https://arxiv.org/pdf/2011.01813.pdf