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.

Jaksot(779)

Evolution and Intelligence with Penousal Machado - #459

Evolution and Intelligence with Penousal Machado - #459

Today we’re joined by Penousal Machado, Associate Professor and Head of the Computational Design and Visualization Lab in the Center for Informatics at the University of Coimbra.  In our conversation...

25 Helmi 202157min

Innovating Neural Machine Translation with Arul Menezes - #458

Innovating Neural Machine Translation with Arul Menezes - #458

Today we’re joined by Arul Menezes, a Distinguished Engineer at Microsoft.  Arul, a 30 year veteran of Microsoft, manages the machine translation research and products in the Azure Cognitive Services...

22 Helmi 202144min

Building the Product Knowledge Graph at Amazon with Luna Dong - #457

Building the Product Knowledge Graph at Amazon with Luna Dong - #457

Today we’re joined by Luna Dong, Sr. Principal Scientist at Amazon. In our conversation with Luna, we explore Amazon’s expansive product knowledge graph, and the various roles that machine learning p...

18 Helmi 202143min

Towards a Systems-Level Approach to Fair ML with Sarah M. Brown - #456

Towards a Systems-Level Approach to Fair ML with Sarah M. Brown - #456

Today we’re joined by Sarah Brown, an Assistant Professor of Computer Science at the University of Rhode Island. In our conversation with Sarah, whose research focuses on Fairness in AI, we discuss w...

15 Helmi 202137min

AI for Digital Health Innovation with Andrew Trister - #455

AI for Digital Health Innovation with Andrew Trister - #455

Today we’re joined by Andrew Trister, Deputy Director for Digital Health Innovation at the Bill & Melinda Gates Foundation.  In our conversation with Andrew, we explore some of the AI use cases at th...

11 Helmi 202141min

System Design for Autonomous Vehicles with Drago Anguelov - #454

System Design for Autonomous Vehicles with Drago Anguelov - #454

Today we’re joined by Drago Anguelov, Distinguished Scientist and Head of Research at Waymo.  In our conversation, we explore the state of the autonomous vehicles space broadly and at Waymo, includin...

8 Helmi 202150min

Building, Adopting, and Maturing LinkedIn's Machine Learning Platform with Ya Xu - #453

Building, Adopting, and Maturing LinkedIn's Machine Learning Platform with Ya Xu - #453

Today we’re joined by Ya Xu, head of Data Science at LinkedIn, and TWIMLcon: AI Platforms 2021 Keynote Speaker. We cover a ton of ground with Ya, starting with her experiences prior to becoming Head ...

4 Helmi 202149min

Expressive Deep Learning with Magenta DDSP w/ Jesse Engel - #452

Expressive Deep Learning with Magenta DDSP w/ Jesse Engel - #452

Today we’re joined by Jesse Engel, Staff Research Scientist at Google, working on the Magenta Project.  In our conversation with Jesse, we explore the current landscape of creativity AI, and the role...

1 Helmi 202139min

Suosittua kategoriassa Politiikka ja uutiset

aikalisa
tervo-halme
rss-ootsa-kuullut-tasta
ootsa-kuullut-tasta-2
politiikan-puskaradio
rss-vaalirankkurit-podcast
viisupodi
rss-podme-livebox
otetaan-yhdet
et-sa-noin-voi-sanoo-esittaa
rss-tasta-on-kyse-ivan-puopolo-verkkouutiset
rss-polikulaari-humanisti-vastaa-ja-muut-ts-podcastit
rss-kaikki-uusiksi
rss-merja-mahkan-rahat
rss-asiastudio
the-ulkopolitist
mtv-uutiset-polloraati
rss-aika-ankkuri
rss-hyvaa-huomenta-bryssel
rss-kuka-mina-olen