episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
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Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or can we just be super impressed | https://karpathy.ai/lexicap/0011-large.html#00:13:29.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | by the thing working extremely well and that's sufficient? | https://karpathy.ai/lexicap/0011-large.html#00:13:31.160 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | There's an old saying, | https://karpathy.ai/lexicap/0011-large.html#00:13:35.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and I don't know who brought it up first, | https://karpathy.ai/lexicap/0011-large.html#00:13:36.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which says, there's nothing more practical | https://karpathy.ai/lexicap/0011-large.html#00:13:39.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | than a good theory. | https://karpathy.ai/lexicap/0011-large.html#00:13:42.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And a good theory of problem solving | https://karpathy.ai/lexicap/0011-large.html#00:13:43.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | under limited resources, | https://karpathy.ai/lexicap/0011-large.html#00:13:52.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | like here in this universe or on this little planet, | https://karpathy.ai/lexicap/0011-large.html#00:13:54.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | has to take into account these limited resources. | https://karpathy.ai/lexicap/0011-large.html#00:13:58.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And so probably there is locking a theory, | https://karpathy.ai/lexicap/0011-large.html#00:14:01.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which is related to what we already have, | https://karpathy.ai/lexicap/0011-large.html#00:14:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | these asymptotically optimal problem solvers, | https://karpathy.ai/lexicap/0011-large.html#00:14:10.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which tells us what we need in addition to that | https://karpathy.ai/lexicap/0011-large.html#00:14:14.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to come up with a practically optimal problem solver. | https://karpathy.ai/lexicap/0011-large.html#00:14:18.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So I believe we will have something like that. | https://karpathy.ai/lexicap/0011-large.html#00:14:22.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And maybe just a few little tiny twists are necessary | https://karpathy.ai/lexicap/0011-large.html#00:14:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to change what we already have, | https://karpathy.ai/lexicap/0011-large.html#00:14:30.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to come up with that as well. | https://karpathy.ai/lexicap/0011-large.html#00:14:34.280 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | As long as we don't have that, | https://karpathy.ai/lexicap/0011-large.html#00:14:36.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we admit that we are taking suboptimal ways | https://karpathy.ai/lexicap/0011-large.html#00:14:37.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and recurrent neural networks and long short term memory | https://karpathy.ai/lexicap/0011-large.html#00:14:42.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | for equipped with local search techniques. | https://karpathy.ai/lexicap/0011-large.html#00:14:45.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And we are happy that it works better | https://karpathy.ai/lexicap/0011-large.html#00:14:50.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | than any competing methods, | https://karpathy.ai/lexicap/0011-large.html#00:14:53.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | but that doesn't mean that we think we are done. | https://karpathy.ai/lexicap/0011-large.html#00:14:55.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | You've said that an AGI system | https://karpathy.ai/lexicap/0011-large.html#00:15:00.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | will ultimately be a simple one. | https://karpathy.ai/lexicap/0011-large.html#00:15:02.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | A general intelligence system | https://karpathy.ai/lexicap/0011-large.html#00:15:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | will ultimately be a simple one. | https://karpathy.ai/lexicap/0011-large.html#00:15:06.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Maybe a pseudocode of a few lines | https://karpathy.ai/lexicap/0011-large.html#00:15:08.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | will be able to describe it. | https://karpathy.ai/lexicap/0011-large.html#00:15:10.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Can you talk through your intuition behind this idea, | https://karpathy.ai/lexicap/0011-large.html#00:15:11.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | why you feel that at its core, | https://karpathy.ai/lexicap/0011-large.html#00:15:16.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | intelligence is a simple algorithm? | https://karpathy.ai/lexicap/0011-large.html#00:15:21.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Experience tells us that the stuff that works best | https://karpathy.ai/lexicap/0011-large.html#00:15:26.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is really simple. | https://karpathy.ai/lexicap/0011-large.html#00:15:31.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So the asymptotically optimal ways of solving problems, | https://karpathy.ai/lexicap/0011-large.html#00:15:33.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | if you look at them, | https://karpathy.ai/lexicap/0011-large.html#00:15:37.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | they're just a few lines of code, it's really true. | https://karpathy.ai/lexicap/0011-large.html#00:15:38.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Although they are these amazing properties, | https://karpathy.ai/lexicap/0011-large.html#00:15:41.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | just a few lines of code. | https://karpathy.ai/lexicap/0011-large.html#00:15:44.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Then the most promising and most useful practical things, | https://karpathy.ai/lexicap/0011-large.html#00:15:45.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | maybe don't have this proof of optimality | https://karpathy.ai/lexicap/0011-large.html#00:15:53.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | associated with them. | https://karpathy.ai/lexicap/0011-large.html#00:15:56.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | However, they are also just a few lines of code. | https://karpathy.ai/lexicap/0011-large.html#00:15:57.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | The most successful recurrent neural networks, | https://karpathy.ai/lexicap/0011-large.html#00:16:00.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you can write them down in five lines of pseudocode. | https://karpathy.ai/lexicap/0011-large.html#00:16:05.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | That's a beautiful, almost poetic idea, | https://karpathy.ai/lexicap/0011-large.html#00:16:08.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | but what you're describing there | https://karpathy.ai/lexicap/0011-large.html#00:16:10.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is the lines of pseudocode are sitting on top | https://karpathy.ai/lexicap/0011-large.html#00:16:15.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of layers and layers of abstractions in a sense. | https://karpathy.ai/lexicap/0011-large.html#00:16:18.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So you're saying at the very top, | https://karpathy.ai/lexicap/0011-large.html#00:16:22.280 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | it'll be a beautifully written sort of algorithm. | https://karpathy.ai/lexicap/0011-large.html#00:16:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But do you think that there's many layers of abstractions | https://karpathy.ai/lexicap/0011-large.html#00:16:31.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we have to first learn to construct? | https://karpathy.ai/lexicap/0011-large.html#00:16:33.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yeah, of course, we are building on all these | https://karpathy.ai/lexicap/0011-large.html#00:16:36.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | great abstractions that people have invented over the millennia, | https://karpathy.ai/lexicap/0011-large.html#00:16:40.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | such as matrix multiplications and real numbers | https://karpathy.ai/lexicap/0011-large.html#00:16:45.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and basic arithmetics and calculus | https://karpathy.ai/lexicap/0011-large.html#00:16:50.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and derivations of error functions | https://karpathy.ai/lexicap/0011-large.html#00:16:56.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and derivatives of error functions and stuff like that. | https://karpathy.ai/lexicap/0011-large.html#00:17:00.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So without that language that greatly simplifies | https://karpathy.ai/lexicap/0011-large.html#00:17:04.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | our way of thinking about these problems, | https://karpathy.ai/lexicap/0011-large.html#00:17:09.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we couldn't do anything. | https://karpathy.ai/lexicap/0011-large.html#00:17:13.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So in that sense, as always, | https://karpathy.ai/lexicap/0011-large.html#00:17:14.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we are standing on the shoulders of the giants | https://karpathy.ai/lexicap/0011-large.html#00:17:16.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | who in the past simplified the problem | https://karpathy.ai/lexicap/0011-large.html#00:17:19.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of problem solving so much | https://karpathy.ai/lexicap/0011-large.html#00:17:24.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that now we have a chance to do the final step. | https://karpathy.ai/lexicap/0011-large.html#00:17:26.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So the final step will be a simple one. | https://karpathy.ai/lexicap/0011-large.html#00:17:29.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | If we take a step back through all of human civilization | https://karpathy.ai/lexicap/0011-large.html#00:17:33.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and just the universe in general, | https://karpathy.ai/lexicap/0011-large.html#00:17:36.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | how do you think about evolution | https://karpathy.ai/lexicap/0011-large.html#00:17:40.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and what if creating a universe | https://karpathy.ai/lexicap/0011-large.html#00:17:41.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is required to achieve this final step? | https://karpathy.ai/lexicap/0011-large.html#00:17:44.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | What if going through the very painful | https://karpathy.ai/lexicap/0011-large.html#00:17:47.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and inefficient process of evolution is needed | https://karpathy.ai/lexicap/0011-large.html#00:17:50.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to come up with this set of abstractions | https://karpathy.ai/lexicap/0011-large.html#00:17:53.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that ultimately lead to intelligence? | https://karpathy.ai/lexicap/0011-large.html#00:17:55.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think there's a shortcut | https://karpathy.ai/lexicap/0011-large.html#00:17:57.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or do you think we have to create something like our universe | https://karpathy.ai/lexicap/0011-large.html#00:18:00.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | in order to create something like human level intelligence? | https://karpathy.ai/lexicap/0011-large.html#00:18:04.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So far, the only example we have is this one, | https://karpathy.ai/lexicap/0011-large.html#00:18:09.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | this universe in which we are living. | https://karpathy.ai/lexicap/0011-large.html#00:18:13.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think we can do better? | https://karpathy.ai/lexicap/0011-large.html#00:18:14.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Maybe not, but we are part of this whole process. | https://karpathy.ai/lexicap/0011-large.html#00:18:20.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So apparently, so it might be the case | https://karpathy.ai/lexicap/0011-large.html#00:18:24.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that the code that runs the universe | https://karpathy.ai/lexicap/0011-large.html#00:18:29.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is really, really simple. | https://karpathy.ai/lexicap/0011-large.html#00:18:32.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Everything points to that possibility | https://karpathy.ai/lexicap/0011-large.html#00:18:33.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | because gravity and other basic forces | https://karpathy.ai/lexicap/0011-large.html#00:18:35.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | are really simple laws that can be easily described | https://karpathy.ai/lexicap/0011-large.html#00:18:39.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | also in just a few lines of code basically. | https://karpathy.ai/lexicap/0011-large.html#00:18:43.280 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then there are these other events | https://karpathy.ai/lexicap/0011-large.html#00:18:46.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that the apparently random events | https://karpathy.ai/lexicap/0011-large.html#00:18:51.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | in the history of the universe, | https://karpathy.ai/lexicap/0011-large.html#00:18:54.280 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which as far as we know at the moment | https://karpathy.ai/lexicap/0011-large.html#00:18:55.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | don't have a compact code, but who knows? | https://karpathy.ai/lexicap/0011-large.html#00:18:58.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Maybe somebody in the near future | https://karpathy.ai/lexicap/0011-large.html#00:19:00.600 |
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