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2: The impact of machines that "learn" and produce

2: The impact of machines that "learn" and produce

FromFOSS and Crafts


2: The impact of machines that "learn" and produce

FromFOSS and Crafts

ratings:
Length:
20 minutes
Released:
Jul 23, 2020
Format:
Podcast episode

Description

The results from machine learning have been getting better and better
and the results seen so far from OpenAI's
GPT-3 model look stunningly
good. But unlike GPT-2 (which was
publicly released under a free license), so far
GPT-3 is accessible via API-only.
What's the reasoning and possible impact of that decision?
For that matter, what kind of impacts could machine learning advancements
make on FOSS, programming in general, art production, and civic society?Links:The OpenAI's GPT-3 may be the biggest thing since bitcoin articleThe quoted comment on Hacker NewsAuto-generation of legalese and
auto-web-design GPT-3 demosGPT-2GPT-3's API and FAQ pageTensorflow and PyTorch(Artificial) neural networks and machine learninghttps://thispersondoesnotexist.com/Google's Deepmind and Agent57 (be sure to watch the Agent57 videos, they're's impressive)Mozilla's Common Voice projectAlphaGoBayesian spam filters;
see also Paul Graham's highly influential
a plan for spam writeupMarkov chains
(we miss you, X11R5...)The Postmodernist Essay GeneratorPostmodernismNeural networks' difficulties in explaining "why they did that"
and an overview of attempts to make things better: An Overview of Interpretability of Machine LearningChris had a
conversation with Gerald Sussman about AI that was related to the above and influential on them.
"If an AI driven car drives off the side of the road, I want to
know why it did that. I could take the software developer to
court, but I would much rather take the AI to court."The Propagator Model (by Alexey Radul and Gerald Jay Sussman, largely):
Revised Report on the Propagator Model.
See also: We Really Don't Know How to Compute!Three Panel Soul's
Recursion comic
(cut from this episode, but we also
originally mentioned their
Techics comic which
is definitely relevant though)Surrealism,
Abstract Expressionism,
Impressionism,
and the Realism movement
(Obviously there's also a lot more to say about these art movements than just
lumping them as a reaction to photography but... only so much time on an
episode.)AI Dungeon 2 (nonfree, though you can play it in your browser)Episode of Ludology about
procedural narrative generationImplicit Bias and the Teaching of WritingMachine learning's tendency to inherit biasesRise of the racist robots -- how AI is learning all our worst impulsesMachine bias
(and its use in deciding court cases)Google's Vision AI producing racist resultsWhen It Comes to Gorillas, Google Photos Remains Blind
(Content warning: this is due to an extremely harmful form of synthesized
racism from the biases in the datasets Google has used)Predictive policing algorithms are racist. They need to be dismantled.Discovering Reinforcement Learning Algorithms and the subdiscipline of
Learning to LearnHayo Miazaki's criticism of an AI demonstration not considering its impact
Released:
Jul 23, 2020
Format:
Podcast episode

Titles in the series (63)

A podcast about free software, free culture, and making things together.