... my general impression is that most people on LessWrong are mostly unaware of the progress made in statistical machine learning (presumably the brand of AI that most LWers care about) and cognitive science in the last 20 years ... . And I'm not talking about impressive-looking results that dodge around the real issues, I'm talking about fundamental progress towards resolving the key problems in artificial intelligence. Anyone planning to do AI research should probably at least understand these first, and what the remaining obstacles are.
I'm not planning to do AI research, but I do like to stay no more than ~10 years out of date regarding progress in fields like this. At least at the intelligent-outsider level of understanding. So, how do I go about getting and keeping almost up-to-date in these fields. Is MacKay's book a good place to start on machine learning? How do I get an unbiased survey of cognitive science? Are there blogs that (presuming you follow the links) can keep you up to date on what is getting a buzz?
I haven't read MacKay myself, but it looks like it hits a lot of the relevant topics.
You might consider checking out Tom Griffiths' website, which has a reading list as well as several tutorials.
Ideally, I'd like to save the world. One way to do that involves contributing academic research, which raises the question of what's the most effective way of doing that.
The traditional wisdom says if you want to do research, you should get a job in a university. But for the most part the system seems to be set up so that you first spend a long time working for someone else and research their ideas, after which you can lead your own group, but then most of your time will be spent on applying for grants and other administrative trivia rather than actually researching the interesting stuff. Also, in Finland at least, all professors need to also spend time doing teaching, so that's another time sink.
I suspect I would have more time to actually dedicate on research, and I could get doing it quicker, if I took a part-time job and did the research in my spare time. E.g. the recommended rates for a freelance journalist in Finland would allow me to spend a week each month doing work and three weeks doing research, of course assuming that I can pull off the freelance journalism part.
What (dis)advantages does this have compared to the traditional model?
Some advantages:
Some disadvantages:
EDIT: Note that while I certainly do appreciate comments specific to my situation, I posted this over at LW and not Discussion because I was hoping the discussion would also be useful for others who might be considering an academic path. So feel free to also provide commentary that's US-specific, say.