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Re:Amazon Says It Has Over 10k Employees Working on Alexa, Echo by CydeWeys on Sunday January 06, 2019 @09:27PM (#18842267)
Amazon has still sold millions of these devices and thus has inordinate amounts of data. When you're talking about training sets that are, say, 1 trillion large vs 10 trillion, does it really make that much of a difference? It's diminishing returns. 10X the data size comes nowhere close to a 10X difference in quality at that scale.
Re:Amazon Says It Has Over 10k Employees Working on Alexa, Echo by RestlessMind on Monday January 07, 2019 @12:33AM (#18843017)
I neither work on Alexa nor on Google Assistant. But based on my experience, going from 99% accuracy to 99.9% would require much more data than 0.9%. Same with adding each subsequent "9".

And the perceived quality difference between 99% accuracy and 99.99% accuracy is much much bigger.

Re:Amazon Says It Has Over 10k Employees Working on Alexa, Echo by frankchn on Monday January 07, 2019 @01:47AM (#18843297)
In my experience, like with high availability, each additional 9 requires between double to 10x the resources to achieve.