episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
|---|---|---|
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | That's the fun that you have, the scientific | https://karpathy.ai/lexicap/0011-large.html#00:29:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | fun, the fun in that discovery. | https://karpathy.ai/lexicap/0011-large.html#00:29:39.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And we can build artificial systems that do | https://karpathy.ai/lexicap/0011-large.html#00:29:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the same thing. | https://karpathy.ai/lexicap/0011-large.html#00:29:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | They measure the depth of their insights as they | https://karpathy.ai/lexicap/0011-large.html#00:29:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | are looking at the data which is coming in | https://karpathy.ai/lexicap/0011-large.html#00:29:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | through their own experiments and we give | https://karpathy.ai/lexicap/0011-large.html#00:29:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | them a reward, an intrinsic reward in proportion | https://karpathy.ai/lexicap/0011-large.html#00:29:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to this depth of insight. | https://karpathy.ai/lexicap/0011-large.html#00:29:58.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And since they are trying to maximize the | https://karpathy.ai/lexicap/0011-large.html#00:30:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | rewards they get they are suddenly motivated to | https://karpathy.ai/lexicap/0011-large.html#00:30:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | come up with new action sequences, with new | https://karpathy.ai/lexicap/0011-large.html#00:30:09.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | experiments that have the property that the data | https://karpathy.ai/lexicap/0011-large.html#00:30:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that is coming in as a consequence of these | https://karpathy.ai/lexicap/0011-large.html#00:30:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | experiments has the property that they can learn | https://karpathy.ai/lexicap/0011-large.html#00:30:19.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | something about, see a pattern in there which | https://karpathy.ai/lexicap/0011-large.html#00:30:23.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | they hadn't seen yet before. | https://karpathy.ai/lexicap/0011-large.html#00:30:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So there is an idea of power play that you | https://karpathy.ai/lexicap/0011-large.html#00:30:28.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | described, a training in general problem solver | https://karpathy.ai/lexicap/0011-large.html#00:30:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | in this kind of way of looking for the unsolved | https://karpathy.ai/lexicap/0011-large.html#00:30:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problems. | https://karpathy.ai/lexicap/0011-large.html#00:30:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yeah. | https://karpathy.ai/lexicap/0011-large.html#00:30:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Can you describe that idea a little further? | https://karpathy.ai/lexicap/0011-large.html#00:30:38.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | It's another very simple idea. | https://karpathy.ai/lexicap/0011-large.html#00:30:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So normally what you do in computer science, | https://karpathy.ai/lexicap/0011-large.html#00:30:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you have some guy who gives you a problem and | https://karpathy.ai/lexicap/0011-large.html#00:30:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | then there is a huge search space of potential | https://karpathy.ai/lexicap/0011-large.html#00:30:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | solution candidates and you somehow try them | https://karpathy.ai/lexicap/0011-large.html#00:30:55.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | out and you have more less sophisticated ways | https://karpathy.ai/lexicap/0011-large.html#00:30:59.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of moving around in that search space until | https://karpathy.ai/lexicap/0011-large.html#00:31:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you finally found a solution which you | https://karpathy.ai/lexicap/0011-large.html#00:31:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | consider satisfactory. | https://karpathy.ai/lexicap/0011-large.html#00:31:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | That's what most of computer science is about. | https://karpathy.ai/lexicap/0011-large.html#00:31:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Power play just goes one little step further | https://karpathy.ai/lexicap/0011-large.html#00:31:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and says let's not only search for solutions | https://karpathy.ai/lexicap/0011-large.html#00:31:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to a given problem but let's search to pairs of | https://karpathy.ai/lexicap/0011-large.html#00:31:23.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problems and their solutions where the system | https://karpathy.ai/lexicap/0011-large.html#00:31:28.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | itself has the opportunity to phrase its own | https://karpathy.ai/lexicap/0011-large.html#00:31:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problem. | https://karpathy.ai/lexicap/0011-large.html#00:31:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So we are looking suddenly at pairs of | https://karpathy.ai/lexicap/0011-large.html#00:31:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problems and their solutions or modifications | https://karpathy.ai/lexicap/0011-large.html#00:31:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of the problem solver that is supposed to | https://karpathy.ai/lexicap/0011-large.html#00:31:44.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | generate a solution to that new problem. | https://karpathy.ai/lexicap/0011-large.html#00:31:47.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And this additional degree of freedom allows | https://karpathy.ai/lexicap/0011-large.html#00:31:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | us to build career systems that are like | https://karpathy.ai/lexicap/0011-large.html#00:31:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | scientists in the sense that they not only | https://karpathy.ai/lexicap/0011-large.html#00:32:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | try to solve and try to find answers to | https://karpathy.ai/lexicap/0011-large.html#00:32:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | existing questions, no they are also free to | https://karpathy.ai/lexicap/0011-large.html#00:32:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | pose their own questions. | https://karpathy.ai/lexicap/0011-large.html#00:32:11.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So if you want to build an artificial scientist | https://karpathy.ai/lexicap/0011-large.html#00:32:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you have to give it that freedom and power | https://karpathy.ai/lexicap/0011-large.html#00:32:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | play is exactly doing that. | https://karpathy.ai/lexicap/0011-large.html#00:32:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So that's a dimension of freedom that's | https://karpathy.ai/lexicap/0011-large.html#00:32:19.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | important to have but how hard do you think | https://karpathy.ai/lexicap/0011-large.html#00:32:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that, how multidimensional and difficult the | https://karpathy.ai/lexicap/0011-large.html#00:32:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | space of then coming up with your own questions | https://karpathy.ai/lexicap/0011-large.html#00:32:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is. | https://karpathy.ai/lexicap/0011-large.html#00:32:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it's one of the things that as human beings | https://karpathy.ai/lexicap/0011-large.html#00:32:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we consider to be the thing that makes us | https://karpathy.ai/lexicap/0011-large.html#00:32:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | special, the intelligence that makes us special | https://karpathy.ai/lexicap/0011-large.html#00:32:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is that brilliant insight that can create | https://karpathy.ai/lexicap/0011-large.html#00:32:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | something totally new. | https://karpathy.ai/lexicap/0011-large.html#00:32:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yes. | https://karpathy.ai/lexicap/0011-large.html#00:32:48.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So now let's look at the extreme case, let's | https://karpathy.ai/lexicap/0011-large.html#00:32:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | look at the set of all possible problems that | https://karpathy.ai/lexicap/0011-large.html#00:32:52.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you can formally describe which is infinite, | https://karpathy.ai/lexicap/0011-large.html#00:32:56.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which should be the next problem that a scientist | https://karpathy.ai/lexicap/0011-large.html#00:33:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or power play is going to solve. | https://karpathy.ai/lexicap/0011-large.html#00:33:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Well, it should be the easiest problem that | https://karpathy.ai/lexicap/0011-large.html#00:33:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | goes beyond what you already know. | https://karpathy.ai/lexicap/0011-large.html#00:33:14.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it should be the simplest problem that the | https://karpathy.ai/lexicap/0011-large.html#00:33:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | current problem solver that you have which can | https://karpathy.ai/lexicap/0011-large.html#00:33:21.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | already solve 100 problems that he cannot solve | https://karpathy.ai/lexicap/0011-large.html#00:33:23.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | yet by just generalizing. | https://karpathy.ai/lexicap/0011-large.html#00:33:28.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it has to be new, so it has to require a | https://karpathy.ai/lexicap/0011-large.html#00:33:30.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | modification of the problem solver such that the | https://karpathy.ai/lexicap/0011-large.html#00:33:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | new problem solver can solve this new thing but | https://karpathy.ai/lexicap/0011-large.html#00:33:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the old problem solver cannot do it and in | https://karpathy.ai/lexicap/0011-large.html#00:33:39.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | addition to that we have to make sure that the | https://karpathy.ai/lexicap/0011-large.html#00:33:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problem solver doesn't forget any of the | https://karpathy.ai/lexicap/0011-large.html#00:33:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | previous solutions. | https://karpathy.ai/lexicap/0011-large.html#00:33:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Right. | https://karpathy.ai/lexicap/0011-large.html#00:33:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And so by definition power play is now trying | https://karpathy.ai/lexicap/0011-large.html#00:33:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | always to search in this pair of, in the set of | https://karpathy.ai/lexicap/0011-large.html#00:33:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | pairs of problems and problems over modifications | https://karpathy.ai/lexicap/0011-large.html#00:33:58.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | for a combination that minimize the time to | https://karpathy.ai/lexicap/0011-large.html#00:34:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | achieve these criteria. | https://karpathy.ai/lexicap/0011-large.html#00:34:06.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it's always trying to find the problem which | https://karpathy.ai/lexicap/0011-large.html#00:34:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is easiest to add to the repertoire. | https://karpathy.ai/lexicap/0011-large.html#00:34:11.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So just like grad students and academics and | https://karpathy.ai/lexicap/0011-large.html#00:34:14.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | researchers can spend their whole career in a | https://karpathy.ai/lexicap/0011-large.html#00:34:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | local minima stuck trying to come up with | https://karpathy.ai/lexicap/0011-large.html#00:34:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | interesting questions but ultimately doing very | https://karpathy.ai/lexicap/0011-large.html#00:34:24.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | little. | https://karpathy.ai/lexicap/0011-large.html#00:34:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think it's easy in this approach of | https://karpathy.ai/lexicap/0011-large.html#00:34:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | looking for the simplest unsolvable problem to | https://karpathy.ai/lexicap/0011-large.html#00:34:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | get stuck in a local minima? | https://karpathy.ai/lexicap/0011-large.html#00:34:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Is not never really discovering new, you know | https://karpathy.ai/lexicap/0011-large.html#00:34:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | really jumping outside of the 100 problems that | https://karpathy.ai/lexicap/0011-large.html#00:34:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you've already solved in a genuine creative way? | https://karpathy.ai/lexicap/0011-large.html#00:34:42.040 |
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