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AGI research using ocaml
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| Date: | -- (:) |
| From: | Andre Nathan <andre@d...> |
| Subject: | Re: [Caml-list] AGI research using ocaml |
Eray, You could consider using the Toploop module to interpret an ocaml program; for example, Toploop.use_silently Format.std_formatter "foo.ml". This is what I do in OSpec to run the specification files. I haven't measured the overhead of using this module but at least you don't need to fork a process to run each of your programs. HTH, Andre On Sat, 2010-03-13 at 12:29 +0200, Eray Ozkural wrote: > Hello there, > > I recently did some interesting research on Artificial General > Intelligence using ocaml. Following the > research directions we had set with late Ray Solomonoff, I designed an > incremental machine > learning system. You can read about it on the AGI-2010 site: > http://agi-conf.org/2010/conference-schedule/ > > There is an extended abstract in the conference, which contains a > hyperlink to a draft of a > technical description of the program. If you're curious, go ahead and > read it, please. > > Basically, this is an implementation of Adaptive Levin Search, the > most sophisticated of its kind that I > know of. And we have made significant algorithmic improvements to make > that happen, as you can > imagine. > > There is similar research going on at Google, but they're taking a > different approach AFAICT. I > favor mine, because I'm trying to make a good practical approximation > of Solomonoff induction > which will serve as an AGI kernel in several cognitive architectures. > So, mathematical rigor comes > first. > > I've used the ocs interpreter for interpreting Scheme programs. Thanks > to Ocaml, I was able to try > out several different search and update algorithms rather > effortlessly. And I think it didn't take much > more than a month for me to finish the implementation. I wrote the > bulk of the program in a weekend or > two. Who knows, perhaps a future AGI system will have been written in ocaml. > > Of course, all of this is possible due to the genius of Ray. He will > be sorely missed. > > Now, a small question. What is the best way for me to use a caml > interpreter in ocaml? I have to > run millions of small caml programs, so startup latency can't be > tolerated. (For instance I can't execute > a unix process to interpret a program) I've decided that caml > represents more technological progress > than scheme, and I can definitely use the type system for better > search performance. > > Best, >