Matthew Zeiler (founder of Clarifai) answers a question from Matt Turck (FirstMark Capital) about training neural networks for vertical domains like medical imaging.
“These models work really well with labeled data. There are approaches where you can train without any labels but the performance is never as good as if you have well-labeled data.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
(the analysis reads context, assessments check outside sources). how →
More from Matthew Zeiler
Opinion
Clarifai does not view Google as a direct competitor
“So Google, we don't consider them a competitor. They have great research teams and really big research teams and great resources but they're working on their own problems. They have their own users, and they don't they don't really compete with us in terms of …”
Matthew ZeilerNov 20, 2014▶ 19:07Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
Opinion
Competitiveness in computer vision now strictly requires using neural networks
“And you can see now, to even be competitive, you have to use neural networks.”
Matthew ZeilerNov 20, 2014▶ 6:48Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
AssertionSupported
Clarifai won the seminal 2013 ImageNet computer vision competition
“Clarify happened to be this result at the bottom. We won the 2013 competition.”
Matthew ZeilerNov 20, 2014▶ 6:53Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
AssertionNot publicly verifiable
Clarifai's video recognition runs ten times faster than real time
“It can run about 10 times faster than real time,”
Matthew ZeilerNov 20, 2014▶ 13:08Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
AssertionSupported
Siri and Android voice recognition already rely entirely on neural networks
“Speech recognition, basically all the Siri processing or Android voice recognition is done with neural networks these days.”
Matthew ZeilerNov 20, 2014▶ 5:07Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
AssertionNot checkable as stated
Clarifai automatically tagged 1.3 million stock images in a few minutes
“And again, this is done automatically on, this is 1.3 million images, it takes a matter of minutes to do this, so you can scale this up to billions of images, no problem.”
Matthew ZeilerNov 20, 2014▶ 10:46Matthew Zeiler, Clarifai // Data Driven #31 // Nov 2014 (Hosted by FirstMark Capital)
Made with StarZero
Turn any episode into a week of clips.
This entire site, over 400 conversations transcribed, diarized, checked and made playable,
runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the
moments worth sharing, cuts them, captions them, and reframes them for every feed.
We use essential cookies to make the site work. With your permission we
also use analytics cookies (Google Analytics and Mixpanel) to understand
usage and improve StarZero. See our Cookie Policy.