Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao - #668

Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao - #668

Today we’re joined by Ben Zhao, a Neubauer professor of computer science at the University of Chicago. In our conversation, we explore his research at the intersection of security and generative AI. We focus on Ben’s recent Fawkes, Glaze, and Nightshade projects, which use “poisoning” approaches to provide users with security and protection against AI encroachments. The first tool we discuss, Fawkes, imperceptibly “cloaks” images in such a way that models perceive them as highly distorted, effectively shielding individuals from recognition by facial recognition models. We then dig into Glaze, a tool that employs machine learning algorithms to compute subtle alterations that are indiscernible to human eyes but adept at tricking the models into perceiving a significant shift in art style, giving artists a unique defense against style mimicry. Lastly, we cover Nightshade, a strategic defense tool for artists akin to a 'poison pill' which allows artists to apply imperceptible changes to their images that effectively “breaks” generative AI models that are trained on them. The complete show notes for this episode can be found at twimlai.com/go/668.

Avsnitt(779)

Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Today we’re excited to kick off our annual NeurIPS, joined by Oriol Vinyals, the lead of the deep learning team at Deepmind. We cover a lot of ground in our conversation with Oriol, beginning with a l...

20 Dec 202152min

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Today we’re joined by Michael McCourt the head of engineering at SigOpt. In our conversation with Michael, we explore the vast space around the topic of optimization, including the technical differenc...

16 Dec 202145min

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Today we conclude our AWS re:Invent coverage joined by Brian Granger, a senior principal technologist at Amazon Web Services, and a co-creator of Project Jupyter. In our conversion with Brian, we disc...

13 Dec 202157min

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Today we continue our 2021 re:Invent series joined by Jack Berkowitz, chief data officer at ADP. In our conversation with Jack, we explore the ever evolving role and growth of machine learning at the ...

9 Dec 202134min

re:Invent Roundup 2021 with Bratin Saha - #542

re:Invent Roundup 2021 with Bratin Saha - #542

Today we’re joined by Bratin Saha, vice president and general manager at Amazon. In our conversation with Bratin, we discuss quite a few of the recent ML-focused announcements coming out of last weeks...

6 Dec 202141min

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Today we’re joined by Doug Burdick, a principal research staff member at IBM Research. In a recent interview, Doug’s colleague Yunyao Li joined us to talk through some of the broader enterprise NLP pr...

2 Dec 202145min

Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540

Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540

Today we’re joined by Shayan Mortazavi, a data science manager at Accenture.  In our conversation with Shayan, we discuss his talk from the recent SigOpt HPC & AI Summit, titled A Novel Framework Pred...

29 Nov 202149min

Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539

Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539

Today we’re joined by friend-of-the-show Nasrin Mostafazadeh, co-founder of Verneek.  Though Verneek is still in stealth, Nasrin was gracious enough to share a bit about the company, including their g...

24 Nov 202151min

Populärt inom Politik & nyheter

p3-krim
svenska-fall
rss-krimstad
flashback-forever
motiv
rss-viva-fotboll
spar
rss-sanning-konsekvens
aftonbladet-daily
aftonbladet-krim
rss-krimreportrarna
olyckan-inifran
rss-frandfors-horna
rss-vad-fan-hande
fordomspodden
dagens-eko
rss-flodet
politiken
svd-ledarredaktionen
blenda-2