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Comment on How Google Translate squeezes deep learning onto a phone

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"Squeezes" is very relative. These phones are equal to or larger than most desktops 10-15 years ago, back when I was doing AI research with evolutionary computing and genetic algorithms. We did some pretty mean stuff on those machines, and now we have them in our pockets.

The main issue here is probably not squeezing memory but squeezing performance. Even using regular SIMD is not good enough if your network is medium sized. They apply linear quantization, lookups and special SIMD operations to make it speedy.

See here for what they did for offline speech recognition: http://static.googleusercontent.com/media/research.google.co...

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