” I think multimodal kinds of models are pretty interesting – like can you combine text with imagery or audio or video in interesting ways? “
” I think there are sometimes issues with – no matter where you put a conference, there’s always going to be constraints on that. For example, sometimes students studying in the U.S. have trouble leaving the U.S. to go to a conference. So if you hold it outside the U.S. in a particular place, that sometimes creates complications. “
” You need to find someone that you’re gonna pair-program with who’s compatible with your way of thinking, so that the two of you together are a complementary force. “
” Very simple techniques, when you have a lot of data, work incredibly well. “
” If you only have 10 examples of something, it’s going to be hard to make deep learning work. If you have 100,000 things you care about, records or whatever, that’s the kind of scale where you should really start thinking about these kinds of techniques. “
” In a lot of these areas, from machine translation to search quality, you’re always trying to balance what you can do computationally with each query. “
” Some things are easier to parrellelize than others. It’s pretty easy to train up 100 models and pick the best one. If you want to train one big model but do it on hundreds of machines, that’s a lot harder to parallelize. “
” Vision I think is going to be an important input. Like, if you’re using Google Glass, it’s going to be able to look around and read all the text on signs and do background lookups on additional information and serve that. That will be pretty exciting. “
All 8 Jeff Dean Quotes about You in picture
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