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chrisra

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It might be worth looking into probabilistic programming languages. I'm out of date, but I remember webppl, stan, anglican, pymc (a python library).

Seems worth an investigation and maybe mention on the article.

If Imagen generates a digital painting after my prompt, I didn't make the painting.

I don't want them to say "I wrote it." They're still responsible, but it's helpful to know they weren't deeply involved in its creation.

"...the system described here does it all automatically: It proposes optimizations using LLMs, formally verifies safety properties, shadow-evaluates against real production traffic, and hot-swaps improved code into running services without human intervention or service restarts."

Maybe try finding a software engineering job at a place that also uses your scientific expertise. You may be able to find or create opportunities there. The position might not exist, but you can maximize your chances of something coming your way that needs both skill sets.

Absolutely not. It's not like there isn't a million other images that work just fine. It's a symbol (even if most people don't know) of the objectification of women, that is pervasive in a field that struggles enough with treating women fairly.

One of the "Hello, World" applications would be learning to classify MNIST digits. They have a tutorial on their site.

I have an MSI with Linux and Windows on it. I prefer to do everything in Linux and mostly only use Windows for games.

I'm a programmer, and working in Windows sounds kinda scary to me.

I don't think your question deserves the down votes.

And instead of writing MCMC samplers yourself, with probabilistic programming languages you can define a model and the language figures out how to do the sampling for you.