Machine learning, statistics, software engineering. Occasionally, I do other things, too.

Durham, NC
Joined February 2014
Nick Haynes retweeted
What makes production ML hard? - Cleaning, labeling, and augmenting data - Troubleshooting training and ensuring reproducibility - Deploying models and monitoring their real-world impact To help, we're excited to announce our online production ML course: course.fullstackdeeplearning…
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Nick Haynes retweeted
Many people start attacking a problem by deploying the most sophisticated method possible with the belief that it will lead to the best results. I believe it might be better to chisel away at the complexity and find the simplest possible combination that expresses the key ideas.
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Important to remember that BLEU (or ROGUE, or other quantitative metrics) don't tell the whole story - two texts w/ same metrics can have very different perceived levels of quality to human readers. xitter.cf/stanfordnlp/status/973…
We’d still put this in the hyping AI bucket and don’t really believe the translations are as good as a careful human’s. Nevertheless, this paper does examine and discuss measuring human parity much more carefully than most #dlearn papers that claim super-human performance…. xitter.cf/seb_ruder/status/97392…
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Teams + Fans + Tech panel moderated by @YahooSports Michael Beshar looks at how new tech enables teams to build fan affinity & drive broader consumption of content @jaynebwise @nakanofrank #SMT18
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Nick Haynes retweeted
Maybe progress in Vision/NLP/etc is not due to neural nets, but rather due to the influx of smart researchers, lots of compute, and industry pushes. Focusing on a different paradigm (graphical models, evolution, ..) could’ve made the same amount, but different type, of progress.
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The fundamental irony of Twitter: the short format allows your audience to exist, but bc the audience exists, you want a longer format.
"as a general principle of learning, it 'somehow smells right.'" Well, I'm convinced. quantamagazine.org/new-theor…
The belief that stacking layers deeper leads to better models is just a myth pushed by the big DL lobby to sell more tensors
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I think I finally understand the healthcare debate
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"It's not unusual to see team members literally inches away from a complete nervous breakdown." xitter.cf/jackclarkSF/status/908…
New jobs announced for @AndrewYNg startup. Description makes jobs seem anti people with families. Horrible message. xitter.cf/AndrewYNg/status/90805…
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I love window seats because of the amazing views
Better question: how many current users would stop using IG/WhatsApp if all FB users migrated to those platforms. xitter.cf/fchollet/status/900834…
I wonder how many people would stop using Instagram or WhatsApp if they realized they're Facebook apps