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.
This is the unfortunate barrier to entry when it involves big data. Even behemoths Amazon and Microsoft are stuck with smaller pools of voice data than Apple or Google. It makes it very difficult to compete...imagine being an even smaller player, you have no shot. If Amazon and Microsoft weren't cloud competitors I bet they'd do a joint venture. They are already playing the most friendly with each other.