Data Skeptic

Easily Fooling Deep Neural Networks


Listen Later

My guest this week is Anh Nguyen, a PhD student at the University of Wyoming working in the Evolving AI lab. The episode discusses the paper Deep Neural Networks are Easily Fooled [pdf] by Anh Nguyen, Jason Yosinski, and Jeff Clune. It describes a process for creating images that a trained deep neural network will mis-classify. If you have a deep neural network that has been trained to recognize certain types of objects in images, these "fooling" images can be constructed in a way which the network will mis-classify them. To a human observer, these fooling images often have no resemblance whatsoever to the assigned label. Previous work had shown that some images which appear to be unrecognizable white noise images to us can fool a deep neural network. This paper extends the result showing abstract images of shapes and colors, many of which have form (just not the one the network thinks) can also trick the network.

...more
View all episodesView all episodes
Download on the App Store

Data SkepticBy Kyle Polich

  • 4.4
  • 4.4
  • 4.4
  • 4.4
  • 4.4

4.4

475 ratings


More shows like Data Skeptic

View all
The Changelog: Software Development, Open Source by Changelog Media

The Changelog: Software Development, Open Source

290 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

622 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

584 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

302 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

332 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

228 Listeners

Practical AI by Practical AI LLC

Practical AI

205 Listeners

Google DeepMind: The Podcast by Hannah Fry

Google DeepMind: The Podcast

205 Listeners

Last Week in AI by Skynet Today

Last Week in AI

306 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

96 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

516 Listeners

MIT Technology Review Narrated by MIT Technology Review

MIT Technology Review Narrated

262 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

130 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

228 Listeners

The AI Daily Brief: Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief: Artificial Intelligence News and Analysis

624 Listeners