Machine Learning dataset distributions, history, and biases

Posted on Mi 13 November 2024 in ml-memorization

You probably are already aware that many machine learning datasets come from scraped internet data. Maybe you received the infamous GPT response: "Please note that my knowledge is limited to information available up until September 2021." You might have also read fear-mongering opinions and articles that companies will "run out …


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Deep learning memorization, and why you should care

Posted on Mo 04 November 2024 in ml-memorization

When's the last time that ChatGPT parroted someone else's words to you? Or the last time a diffusion model you used recreated someone's art, someone's photo, someone's face? Has Copilot given you someone else's code without permission or attribution? If this happened, how would you know for sure?

In this …


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A Deep Dive into Memorization in Deep Learning

Posted on So 03 November 2024 in ml-memorization

Want to learn more about how, when and why machine learning, particularly deep learning systems memorize data? By studying memorization, you'll learn more about how machine learning systems really function, along with how privacy works from a technical point-of-view. You'll also be better able to decide how, when and where …


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Building a Privacy-First Newsletter

Posted on So 12 März 2023 in internet

Building a newsletter is a fairly common activity these days, with many creators, writers and thinkers making part of their living via subscribers willing to give small amounts of money out per year or month to get exclusive access. Beyond the paid subscriptions, there's an increasing demand for free, or …


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Joining Dropout Labs!

Posted on Sa 23 November 2019 in misc

After months of searching, lots of fun (and some less fun) interviews and hours of self-reflection, I am excited to announce I am the new Head of Product at Dropout Labs! 🎉

The interview and decision process was quite iterative and disruptive! I am somewhat to blame for this as I …


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Let's Get Together: More Details on Me, You and My Dream Gig

Posted on Do 06 Juni 2019 in misc

Hello!

We may not know each other, but here you are on my website -- perhaps because you saw a post or someone shared a link. I'm resourceful, determined, intelligent and looking for new challenges. Welcome!

Here's more about me, in case it is news to you:

[About Me]

  • Co-founder of …

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Adversarial Learning for Good: My Talk at #34c3 on Deep Learning Blindspots

Posted on Do 28 Dezember 2017 in conferences

When I first was introduced to the idea of adversarial learning for security purposes by Clarence Chio's 2016 DEF CON talk and his related open-source library deep-pwning, I immediately started wondering about applications of the field to both make robust and well-tested models, but also as a preventative measure against …


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Towards Interpretable Reliable Models

Posted on So 29 Oktober 2017 in conferences

I presented a keynote at PyData Warsaw on moving toward interpretable reliable models. The talk was inspired by some of the work I admire in the field as well as a fear that if we do not address interpretable models as a community, we will be factors in our own …


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GDPR & You: My Talk at Cloudera Sessions München

Posted on Mi 11 Oktober 2017 in conferences

Unless you have been avoiding all news, you have likely heard of the coming changes in European privacy regulations which go into effect in May 2018. The changes are covered under the General Data Privacy Regulation Directive, whose final text was made available in May 2016.

I presented a talk …


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Algorithmic Art and "Künstliche Kunst"

Posted on Sa 07 Oktober 2017 in conferences

I was invited to give a talk at 404 Dublin, a really cool conference joining community groups w/ tech folks and art installations. When thinking of what topics might be of interest to the audience, I selfishly went to one of my (side) passions.. following artists who are doing amazing …


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