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)

Inclusive Design for Seeing AI with Saqib Shaikh - #474

Inclusive Design for Seeing AI with Saqib Shaikh - #474

Today we’re joined by Saqib Shaikh, a Software Engineer at Microsoft, and the lead for the Seeing AI Project. In our conversation with Saqib, we explore the Seeing AI app, an app “that narrates the w...

12 Huhti 202135min

Theory of Computation with Jelani Nelson - #473

Theory of Computation with Jelani Nelson - #473

Today we’re joined by Jelani Nelson, a professor in the Theory Group at UC Berkeley. In our conversation with Jelani, we explore his research in computational theory, where he focuses on building str...

8 Huhti 202133min

Human-Centered ML for High-Risk Behaviors with Stevie Chancellor - #472

Human-Centered ML for High-Risk Behaviors with Stevie Chancellor - #472

Today we’re joined by Stevie Chancellor, an Assistant Professor in the Department of Computer Science and Engineering at the University of Minnesota. In our conversation with Stevie, we explore her w...

5 Huhti 202140min

Operationalizing AI at Dataiku with Conor Jensen - #471

Operationalizing AI at Dataiku with Conor Jensen - #471

In this episode, we’re joined by Dataiku’s Director of Data Science, Conor Jensen. In our conversation, we explore the panel he lead at TWIMLcon “AI Operationalization: Where the AI Rubber Hits the Ro...

1 Huhti 202123min

ML Lifecycle Management at Algorithmia with Diego Oppenheimer - #470

ML Lifecycle Management at Algorithmia with Diego Oppenheimer - #470

In this episode, we’re joined by Diego Oppenheimer, Founder and CEO of Algorithmia. In our conversation, we discuss Algorithmia’s involvement with TWIMLcon, as well as an exploration of the results of...

1 Huhti 202126min

End to End ML at Cloudera with Santiago Giraldo - #469 [TWIMLcon Sponsor Series]

End to End ML at Cloudera with Santiago Giraldo - #469 [TWIMLcon Sponsor Series]

In this episode, we’re joined by Santiago Giraldo, Director Of Product Marketing for Data Engineering & Machine Learning at Cloudera. In our conversation, we discuss Cloudera’s talks at TWIMLcon, as w...

29 Maalis 202122min

ML Platforms for Global Scale at Prosus with Paul van der Boor - #468 [TWIMLcon Sponsor Series]

ML Platforms for Global Scale at Prosus with Paul van der Boor - #468 [TWIMLcon Sponsor Series]

In this episode, we’re joined by Paul van der Boor, Senior Director of Data Science at Prosus, to discuss his TWIMLcon experience and how they’re using ML platforms to manage machine learning at a glo...

29 Maalis 202122min

Can Language Models Be Too Big? 🦜 with Emily Bender and Margaret Mitchell - #467

Can Language Models Be Too Big? 🦜 with Emily Bender and Margaret Mitchell - #467

Today we’re joined by Emily M. Bender, Professor at the University of Washington, and AI Researcher, Margaret Mitchell.  Emily and Meg, as well as Timnit Gebru and Angelina McMillan-Major, are co-aut...

24 Maalis 202154min

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