maxnadeau

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I've been loving your optimization posts so far; thanks for writing them. I've been feeling confused about this topic for a while and feel like "being able to answer any question about optimization" would be hugely valuable for me.

We're expecting familiarity with PyTorch, unlike MLAB. The level of Python background expected is otherwise similar. The bar will vary somewhat depending on each applicant's other traits, e.g. mathematical and empirical-science backgrounds

Video link in the pdf doesn't work

Confusion:

You write "Only PaLM looks better than Chinchilla here, mostly because it trained on 780B tokens instead of 300B or fewer, plus a small (!) boost from its larger size."

But earlier you write:

"Chinchilla is a model with the same training compute cost as Gopher, allocated more evenly between the two terms in the equation.

It's 70B params, trained on 1.4T tokens of data"

300B vs. 1.4T. Is this an error?

I agree with your description about the hassle of eating veg when away from home.  The point I was trying to make is that buying hunted meat seems possibly ethically preferable to veganism on animal welfare grounds, would address Richard's nutritional concerns, and also satisfies meat cravings. 

Of course, this only works if you condition on the brutality of nature as the counterfactual. But for the time being, that won't change.

I was thinking yesterday that I'm surprised more EAs don't hunt or eat lots of mail-ordered hunted meat, like eg this. Regardless of whether you think nature should exist in the long term, as it stands the average deer, for example, has a pretty harsh life and death. Studies like this on American white-tailed deer enumerate the alternative modes of death, which I find universally unappealing.  You've got predation (which surprisingly to me is the number one cause of death for fawns), car accidents, disease, and starvation.  These all seem orders of magnitude worse than being killed by a hunter with a good shot. 

I'd assume human hunting basically trades off against predation and starvation, so the overall quantity of deer and deer consciousness isn't affected much by hunting.  The more humans kill, the fewer coyotes kill.

Edit: So it seems to me that buying hunted meat/encouraging hunting might have a better animal welfare profile than veganism, while also satisfying Richard's concerns about nutrition and satisfying meat cravings. That being said, it is not really scalable in the way veg*ism is.