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What technical prereqs would I need in order to understand Stuart Armstrong's research agenda?

by Vaughn Papenhausen
18th Sep 2019
1 min read
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What technical prereqs would I need in order to understand Stuart Armstrong's research agenda?
14RyanCarey
39eB1
2Vaughn Papenhausen
29eB1
2Vaughn Papenhausen
2TurnTrout
1RyanCarey
1Vaughn Papenhausen
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RyanCarey

Sep 18, 2019

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It may be that technical prereqs are missing. It could also be that you're missing a broader sense of "mathematical maturity", or that you're struggling because Stuart's work is simply hard to understand. That said, useful prereq areas (in which you could also gain overall mathematical maturity) would include:

  • Probability theory
  • Linear Algebra
  • Machine learning theory
  • Reinforcement Learning

It's probably overkill to go deep into these topics. Usually, what you need is in the first chapter.

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[-]9eB16y*30

If this is true, then this post by Michael Nielsen may be interesting to the poster. He uses a novel method of understanding a paper by using Anki to learn the areas of the field relevant to, in this case, the AlphaGo paper. I don't have a good reason to do this right now, but this is the strategy I would use if I wanted to understand Stuart's research program.

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2Vaughn Papenhausen6y
Yep, I've seen that post before. I've tried to use Anki a couple times, but I always get frustrated trying to decide how to make things into cards. I haven't totally given up on the idea, though, I may try it again at some point, maybe even for this. Thanks for your comment. Also, NB, your link is not formatted properly -- you have the page URL, but then also "by Michael Nielsen is interesting" as part of the link, so it doesn't go where you want it to.
29eB16y
There appears to be some sort of bug with the editor, I had to switch to markdown mode to fix the comment. Thanks for the heads up. I use Anki for this purpose and it works well as long as you already have a system to give you a strong daily Anki review habit.
[-]Vaughn Papenhausen6y20

Thanks, this is helpful! Mathematical maturity is a likely candidate -- I've done a few college math courses (Calc III, Linear Alg, Alg I), so I've done some proofs, but probably nowhere near enough, and it's been a few years. Aside from Linear Alg, all I know about the other three areas is what one picks up simply by hanging around LW for a while. Any personal recommendations for beginner textbooks in these areas? Nbd if not, I do know about the standard places to look (Luke Muehlhauser's textbook thread, MIRI research guide, etc), so I can just go look there.

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2TurnTrout6y
Nate Soares wrote a series of textbook reviews, and I have as well - there's discussion of why books were selected and what we got from them.
1RyanCarey6y
You could check out Best Textbooks on Every Subject. But people usually recommend Linear Algebra Done Right for LinAlg. Understanding ML seems good for ML Theory. Sutton and Barto is an easy read for RL.
1Vaughn Papenhausen6y
Thanks!
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I've looked at a few of Stuart Armstrong's posts that he put up related to his research agenda (though only ones before he posted the full agenda), and felt like I was missing some prereqs. My background is in philosophy. What subjects or particular resources should I study to be able to read his work?