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.

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Automated Model Tuning with SigOpt - #324

Automated Model Tuning with SigOpt - #324

In this TWIML Democast, we're joined by SigOpt Co-Founder and CEO Scott Clark. Scott details the SigOpt platform, and gives us a live demo! This episode is best consumed by watching the corresponding...

9 Dec 201946min

Automated Machine Learning with Erez Barak - #323

Automated Machine Learning with Erez Barak - #323

Today we’re joined by Erez Barak, Partner Group Manager of Azure ML at Microsoft. In our conversation, Erez gives us a full breakdown of his AutoML philosophy, and his take on the AutoML space, its ro...

6 Dec 201942min

Responsible AI in Practice with Sarah Bird - #322

Responsible AI in Practice with Sarah Bird - #322

Today we continue our Azure ML at Microsoft Ignite series joined by Sarah Bird, Principal Program Manager at Microsoft. At Ignite, Microsoft released new tools focused on responsible machine learning,...

4 Dec 201938min

Enterprise Readiness, MLOps and Lifecycle Management with Jordan Edwards - #321

Enterprise Readiness, MLOps and Lifecycle Management with Jordan Edwards - #321

Today we’re joined by Jordan Edwards, Principal Program Manager for MLOps on Azure ML at Microsoft. In our conversation, Jordan details how Azure ML accelerates model lifecycle management with MLOps, ...

2 Dec 201939min

DevOps for ML with Dotscience - #320

DevOps for ML with Dotscience - #320

Today we’re joined by Luke Marsden, Founder and CEO of Dotscience. Luke walks us through the Dotscience platform and their manifesto on DevOps for ML. Thanks to Luke and Dotscience for their sponsors...

26 Nov 201946min

Building an Autonomous Knowledge Graph with Mike Tung - #319

Building an Autonomous Knowledge Graph with Mike Tung - #319

Today we’re joined by Mike Tung, Founder, and CEO of Diffbot. In our conversation, we discuss Diffbot’s Knowledge Graph, including how it differs from more mainstream use cases like Google Search and ...

21 Nov 201944min

The Next Generation of Self-Driving Engineers with Aaron Ma - Talk #318

The Next Generation of Self-Driving Engineers with Aaron Ma - Talk #318

Today we’re joined by our youngest guest ever (by far), Aaron Ma, an 11-year-old middle school student and machine learning engineer in training. Aaron has completed over 80(!) Coursera courses and is...

18 Nov 201947min

Spiking Neural Networks: A Primer with Terrence Sejnowski - #317

Spiking Neural Networks: A Primer with Terrence Sejnowski - #317

On today’s episode, we’re joined by Terrence Sejnowski, to discuss the ins and outs of spiking neural networks, including brain architecture, the relationship between neuroscience and machine learning...

14 Nov 201949min

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