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 | is going to figure out the pseudo random generator | https://karpathy.ai/lexicap/0011-large.html#00:19:02.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which is computing whether the measurement | https://karpathy.ai/lexicap/0011-large.html#00:19:06.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of that spin up or down thing here | https://karpathy.ai/lexicap/0011-large.html#00:19:11.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is going to be positive or negative. | https://karpathy.ai/lexicap/0011-large.html#00:19:15.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Underlying quantum mechanics. | https://karpathy.ai/lexicap/0011-large.html#00:19:17.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yes. | https://karpathy.ai/lexicap/0011-large.html#00:19:19.280 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you ultimately think quantum mechanics | https://karpathy.ai/lexicap/0011-large.html#00:19:20.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is a pseudo random number generator? | https://karpathy.ai/lexicap/0011-large.html#00:19:22.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it's all deterministic. | https://karpathy.ai/lexicap/0011-large.html#00:19:24.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | There's no randomness in our universe. | https://karpathy.ai/lexicap/0011-large.html#00:19:26.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Does God play dice? | https://karpathy.ai/lexicap/0011-large.html#00:19:28.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So a couple of years ago, a famous physicist, | https://karpathy.ai/lexicap/0011-large.html#00:19:31.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | quantum physicist, Anton Zeilinger, | https://karpathy.ai/lexicap/0011-large.html#00:19:34.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | he wrote an essay in nature | https://karpathy.ai/lexicap/0011-large.html#00:19:37.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and it started more or less like that. | https://karpathy.ai/lexicap/0011-large.html#00:19:40.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | One of the fundamental insights of the 20th century | https://karpathy.ai/lexicap/0011-large.html#00:19:45.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | was that the universe is fundamentally random | https://karpathy.ai/lexicap/0011-large.html#00:19:50.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | on the quantum level. | https://karpathy.ai/lexicap/0011-large.html#00:19:57.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And that whenever you measure spin up or down | https://karpathy.ai/lexicap/0011-large.html#00:20:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or something like that, | https://karpathy.ai/lexicap/0011-large.html#00:20:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a new bit of information enters the history of the universe. | https://karpathy.ai/lexicap/0011-large.html#00:20:05.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And while I was reading that, | https://karpathy.ai/lexicap/0011-large.html#00:20:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | I was already typing the response | https://karpathy.ai/lexicap/0011-large.html#00:20:13.200 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and they had to publish it. | https://karpathy.ai/lexicap/0011-large.html#00:20:16.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because I was right, that there is no evidence, | https://karpathy.ai/lexicap/0011-large.html#00:20:17.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | no physical evidence for that. | https://karpathy.ai/lexicap/0011-large.html#00:20:21.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So there's an alternative explanation | https://karpathy.ai/lexicap/0011-large.html#00:20:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | where everything that we consider random | https://karpathy.ai/lexicap/0011-large.html#00:20:27.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is actually pseudo random, | https://karpathy.ai/lexicap/0011-large.html#00:20:30.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | such as the decimal expansion of pi, | https://karpathy.ai/lexicap/0011-large.html#00:20:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | 3.141 and so on, which looks random, but isn't. | https://karpathy.ai/lexicap/0011-large.html#00:20:35.960 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So pi is interesting because every three digits | https://karpathy.ai/lexicap/0011-large.html#00:20:41.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | sequence, every sequence of three digits | https://karpathy.ai/lexicap/0011-large.html#00:20:45.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | appears roughly one in a thousand times. | https://karpathy.ai/lexicap/0011-large.html#00:20:50.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And every five digit sequence | https://karpathy.ai/lexicap/0011-large.html#00:20:53.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | appears roughly one in 10,000 times, | https://karpathy.ai/lexicap/0011-large.html#00:20:57.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | what you would expect if it was random. | https://karpathy.ai/lexicap/0011-large.html#00:21:01.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But there's a very short algorithm, | https://karpathy.ai/lexicap/0011-large.html#00:21:04.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a short program that computes all of that. | https://karpathy.ai/lexicap/0011-large.html#00:21:06.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it's extremely compressible. | https://karpathy.ai/lexicap/0011-large.html#00:21:09.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And who knows, maybe tomorrow, | https://karpathy.ai/lexicap/0011-large.html#00:21:11.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | somebody, some grad student at CERN goes back | https://karpathy.ai/lexicap/0011-large.html#00:21:12.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | over all these data points, better decay and whatever, | https://karpathy.ai/lexicap/0011-large.html#00:21:15.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and figures out, oh, it's the second billion digits of pi | https://karpathy.ai/lexicap/0011-large.html#00:21:20.120 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or something like that. | https://karpathy.ai/lexicap/0011-large.html#00:21:24.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We don't have any fundamental reason at the moment | https://karpathy.ai/lexicap/0011-large.html#00:21:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to believe that this is truly random | https://karpathy.ai/lexicap/0011-large.html#00:21:29.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and not just a deterministic video game. | https://karpathy.ai/lexicap/0011-large.html#00:21:33.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | If it was a deterministic video game, | https://karpathy.ai/lexicap/0011-large.html#00:21:36.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | it would be much more beautiful. | https://karpathy.ai/lexicap/0011-large.html#00:21:38.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because beauty is simplicity. | https://karpathy.ai/lexicap/0011-large.html#00:21:40.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And many of the basic laws of the universe, | https://karpathy.ai/lexicap/0011-large.html#00:21:43.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | like gravity and the other basic forces are very simple. | https://karpathy.ai/lexicap/0011-large.html#00:21:47.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So very short programs can explain what these are doing. | https://karpathy.ai/lexicap/0011-large.html#00:21:51.360 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And it would be awful and ugly. | https://karpathy.ai/lexicap/0011-large.html#00:21:56.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | The universe would be ugly. | https://karpathy.ai/lexicap/0011-large.html#00:22:00.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | The history of the universe would be ugly | https://karpathy.ai/lexicap/0011-large.html#00:22:01.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | if for the extra things, the random, | https://karpathy.ai/lexicap/0011-large.html#00:22:04.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the seemingly random data points that we get all the time, | https://karpathy.ai/lexicap/0011-large.html#00:22:06.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that we really need a huge number of extra bits | https://karpathy.ai/lexicap/0011-large.html#00:22:11.080 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to describe all these extra bits of information. | https://karpathy.ai/lexicap/0011-large.html#00:22:15.160 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So as long as we don't have evidence | https://karpathy.ai/lexicap/0011-large.html#00:22:22.160 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that there is no short program | https://karpathy.ai/lexicap/0011-large.html#00:22:24.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that computes the entire history of the entire universe, | https://karpathy.ai/lexicap/0011-large.html#00:22:26.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we are, as scientists, compelled to look further | https://karpathy.ai/lexicap/0011-large.html#00:22:31.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | for that shortest program. | https://karpathy.ai/lexicap/0011-large.html#00:22:36.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Your intuition says there exists a program | https://karpathy.ai/lexicap/0011-large.html#00:22:39.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that can backtrack to the creation of the universe. | https://karpathy.ai/lexicap/0011-large.html#00:22:43.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yeah. | https://karpathy.ai/lexicap/0011-large.html#00:22:47.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it can give the shortest path | https://karpathy.ai/lexicap/0011-large.html#00:22:48.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to the creation of the universe. | https://karpathy.ai/lexicap/0011-large.html#00:22:49.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yes. | https://karpathy.ai/lexicap/0011-large.html#00:22:50.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Including all the entanglement things | https://karpathy.ai/lexicap/0011-large.html#00:22:51.320 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and all the spin up and down measures | https://karpathy.ai/lexicap/0011-large.html#00:22:54.480 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that have been taken place since 13.8 billion years ago. | https://karpathy.ai/lexicap/0011-large.html#00:22:57.800 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So we don't have a proof that it is random. | https://karpathy.ai/lexicap/0011-large.html#00:23:06.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We don't have a proof that it is compressible | https://karpathy.ai/lexicap/0011-large.html#00:23:11.840 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to a short program. | https://karpathy.ai/lexicap/0011-large.html#00:23:15.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But as long as we don't have that proof, | https://karpathy.ai/lexicap/0011-large.html#00:23:16.760 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we are obliged as scientists to keep looking | https://karpathy.ai/lexicap/0011-large.html#00:23:18.240 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | for that simple explanation. | https://karpathy.ai/lexicap/0011-large.html#00:23:21.680 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Absolutely. | https://karpathy.ai/lexicap/0011-large.html#00:23:23.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So you said the simplicity is beautiful or beauty is simple. | https://karpathy.ai/lexicap/0011-large.html#00:23:24.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Either one works. | https://karpathy.ai/lexicap/0011-large.html#00:23:27.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But you also work on curiosity, discovery, | https://karpathy.ai/lexicap/0011-large.html#00:23:29.440 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the romantic notion of randomness, of serendipity, | https://karpathy.ai/lexicap/0011-large.html#00:23:34.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of being surprised by things that are about you. | https://karpathy.ai/lexicap/0011-large.html#00:23:39.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | In our poetic notion of reality, | https://karpathy.ai/lexicap/0011-large.html#00:23:45.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we think it's kind of like, | https://karpathy.ai/lexicap/0011-large.html#00:23:49.600 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | poetic notion of reality, we think as humans | https://karpathy.ai/lexicap/0011-large.html#00:23:51.640 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | require randomness. | https://karpathy.ai/lexicap/0011-large.html#00:23:54.920 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So you don't find randomness beautiful. | https://karpathy.ai/lexicap/0011-large.html#00:23:56.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | You find simple determinism beautiful. | https://karpathy.ai/lexicap/0011-large.html#00:23:59.000 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yeah. | https://karpathy.ai/lexicap/0011-large.html#00:24:04.880 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Okay. | https://karpathy.ai/lexicap/0011-large.html#00:24:05.720 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So why? | https://karpathy.ai/lexicap/0011-large.html#00:24:07.520 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Why? | https://karpathy.ai/lexicap/0011-large.html#00:24:08.560 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because the explanation becomes shorter. | https://karpathy.ai/lexicap/0011-large.html#00:24:09.400 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | A universe that is compressible to a short program | https://karpathy.ai/lexicap/0011-large.html#00:24:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is much more elegant and much more beautiful | https://karpathy.ai/lexicap/0011-large.html#00:24:18.040 |
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