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Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | such that AIs can travel the way they are traveling in our labs today, | https://karpathy.ai/lexicap/0011-large.html#01:15:21.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which is by radio from sender to receiver. | https://karpathy.ai/lexicap/0011-large.html#01:15:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And let's call the current age of the universe one eon, one eon. | https://karpathy.ai/lexicap/0011-large.html#01:15:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Now it will take just a few eons from now and the entire visible universe | https://karpathy.ai/lexicap/0011-large.html#01:15:39.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is going to be full of that stuff. | https://karpathy.ai/lexicap/0011-large.html#01:15:43.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And let's look ahead to a time when the universe is going to be 1000 times older than it is now. | https://karpathy.ai/lexicap/0011-large.html#01:15:47.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | They will look back and they will say, look, almost immediately after the Big Bang, | https://karpathy.ai/lexicap/0011-large.html#01:15:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | only a few eons later, the entire universe started to become intelligent. | https://karpathy.ai/lexicap/0011-large.html#01:15:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Now to your question, how do we see whether anything like that has already happened | https://karpathy.ai/lexicap/0011-large.html#01:16:03.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | or is already in a more advanced stage in some other part of the universe, of the visible universe? | https://karpathy.ai/lexicap/0011-large.html#01:16:09.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We are trying to look out there and nothing like that has happened so far or is that true? | https://karpathy.ai/lexicap/0011-large.html#01:16:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think we would recognize it? | https://karpathy.ai/lexicap/0011-large.html#01:16:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | How do we know it's not among us? | https://karpathy.ai/lexicap/0011-large.html#01:16:24.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | How do we know planets aren't in themselves intelligent beings? | https://karpathy.ai/lexicap/0011-large.html#01:16:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | How do we know ants seen as a collective are not much greater intelligence than our own? | https://karpathy.ai/lexicap/0011-large.html#01:16:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | These kinds of ideas. | https://karpathy.ai/lexicap/0011-large.html#01:16:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | When I was a boy, I was thinking about these things | https://karpathy.ai/lexicap/0011-large.html#01:16:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and I thought, maybe it has already happened. | https://karpathy.ai/lexicap/0011-large.html#01:16:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because back then I knew, I learned from popular physics books, | https://karpathy.ai/lexicap/0011-large.html#01:16:48.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that the large scale structure of the universe is not homogeneous. | https://karpathy.ai/lexicap/0011-large.html#01:16:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | You have these clusters of galaxies and then in between there are these huge empty spaces. | https://karpathy.ai/lexicap/0011-large.html#01:17:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And I thought, maybe they aren't really empty. | https://karpathy.ai/lexicap/0011-large.html#01:17:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | It's just that in the middle of that, some AI civilization already has expanded | https://karpathy.ai/lexicap/0011-large.html#01:17:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and then has covered a bubble of a billion light years diameter | https://karpathy.ai/lexicap/0011-large.html#01:17:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and is using all the energy of all the stars within that bubble for its own unfathomable purposes. | https://karpathy.ai/lexicap/0011-large.html#01:17:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And so it already has happened and we just fail to interpret the signs. | https://karpathy.ai/lexicap/0011-large.html#01:17:29.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then I learned that gravity by itself explains the large scale structure of the universe | https://karpathy.ai/lexicap/0011-large.html#01:17:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and that this is not a convincing explanation. | https://karpathy.ai/lexicap/0011-large.html#01:17:43.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then I thought, maybe it's the dark matter. | https://karpathy.ai/lexicap/0011-large.html#01:17:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because as far as we know today, 80% of the measurable matter is invisible. | https://karpathy.ai/lexicap/0011-large.html#01:17:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And we know that because otherwise our galaxy or other galaxies would fall apart. | https://karpathy.ai/lexicap/0011-large.html#01:18:01.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | They are rotating too quickly. | https://karpathy.ai/lexicap/0011-large.html#01:18:06.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then the idea was, maybe all of these AI civilizations that are already out there, | https://karpathy.ai/lexicap/0011-large.html#01:18:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | they are just invisible because they are really efficient in using the energies of their own local systems | https://karpathy.ai/lexicap/0011-large.html#01:18:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and that's why they appear dark to us. | https://karpathy.ai/lexicap/0011-large.html#01:18:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But this is also not a convincing explanation because then the question becomes, | https://karpathy.ai/lexicap/0011-large.html#01:18:29.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | why are there still any visible stars left in our own galaxy, which also must have a lot of dark matter? | https://karpathy.ai/lexicap/0011-large.html#01:18:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So that is also not a convincing thing. | https://karpathy.ai/lexicap/0011-large.html#01:18:44.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And today, I like to think it's quite plausible that maybe we are the first, | https://karpathy.ai/lexicap/0011-large.html#01:18:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | at least in our local light cone within the few hundreds of millions of light years that we can reliably observe. | https://karpathy.ai/lexicap/0011-large.html#01:18:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Is that exciting to you that we might be the first? | https://karpathy.ai/lexicap/0011-large.html#01:19:09.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And it would make us much more important because if we mess it up through a nuclear war, | https://karpathy.ai/lexicap/0011-large.html#01:19:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | then maybe this will have an effect on the development of the entire universe. | https://karpathy.ai/lexicap/0011-large.html#01:19:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So let's not mess it up. | https://karpathy.ai/lexicap/0011-large.html#01:19:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Let's not mess it up. | https://karpathy.ai/lexicap/0011-large.html#01:19:32.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Jürgen, thank you so much for talking today. I really appreciate it. | https://karpathy.ai/lexicap/0011-large.html#01:19:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | It's my pleasure. | https://karpathy.ai/lexicap/0011-large.html#01:19:37.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | The following is a conversation with Thomas Sanholm. | https://karpathy.ai/lexicap/0012-large.html#00:00:00.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | He's a professor at CMU and co creator of Labratus, | https://karpathy.ai/lexicap/0012-large.html#00:00:03.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | which is the first AI system to beat top human players | https://karpathy.ai/lexicap/0012-large.html#00:00:06.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in the game of Heads Up No Limit Texas Holdem. | https://karpathy.ai/lexicap/0012-large.html#00:00:09.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | He has published over 450 papers | https://karpathy.ai/lexicap/0012-large.html#00:00:13.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | on game theory and machine learning, | https://karpathy.ai/lexicap/0012-large.html#00:00:15.600 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | including a best paper in 2017 at NIPS, | https://karpathy.ai/lexicap/0012-large.html#00:00:17.320 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | now renamed to Newrips, | https://karpathy.ai/lexicap/0012-large.html#00:00:21.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | which is where I caught up with him for this conversation. | https://karpathy.ai/lexicap/0012-large.html#00:00:23.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | His research and companies have had wide reaching impact | https://karpathy.ai/lexicap/0012-large.html#00:00:27.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in the real world, | https://karpathy.ai/lexicap/0012-large.html#00:00:30.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | especially because he and his group | https://karpathy.ai/lexicap/0012-large.html#00:00:32.160 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | not only propose new ideas, | https://karpathy.ai/lexicap/0012-large.html#00:00:34.400 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but also build systems to prove that these ideas work | https://karpathy.ai/lexicap/0012-large.html#00:00:36.640 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in the real world. | https://karpathy.ai/lexicap/0012-large.html#00:00:40.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | This conversation is part of the MIT course | https://karpathy.ai/lexicap/0012-large.html#00:00:42.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | on artificial general intelligence | https://karpathy.ai/lexicap/0012-large.html#00:00:44.640 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and the artificial intelligence podcast. | https://karpathy.ai/lexicap/0012-large.html#00:00:46.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | If you enjoy it, subscribe on YouTube, iTunes, | https://karpathy.ai/lexicap/0012-large.html#00:00:49.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | or simply connect with me on Twitter | https://karpathy.ai/lexicap/0012-large.html#00:00:52.400 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | at Lex Friedman, spelled F R I D. | https://karpathy.ai/lexicap/0012-large.html#00:00:54.320 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And now here's my conversation with Thomas Sanholm. | https://karpathy.ai/lexicap/0012-large.html#00:00:58.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Can you describe at the high level | https://karpathy.ai/lexicap/0012-large.html#00:01:03.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | the game of poker, Texas Holdem, Heads Up Texas Holdem | https://karpathy.ai/lexicap/0012-large.html#00:01:06.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | for people who might not be familiar with this card game? | https://karpathy.ai/lexicap/0012-large.html#00:01:09.320 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Yeah, happy to. | https://karpathy.ai/lexicap/0012-large.html#00:01:13.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So Heads Up No Limit Texas Holdem | https://karpathy.ai/lexicap/0012-large.html#00:01:14.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | has really emerged in the AI community | https://karpathy.ai/lexicap/0012-large.html#00:01:16.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | as a main benchmark for testing these | https://karpathy.ai/lexicap/0012-large.html#00:01:18.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | application independent algorithms | https://karpathy.ai/lexicap/0012-large.html#00:01:21.360 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | for imperfect information game solving. | https://karpathy.ai/lexicap/0012-large.html#00:01:23.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And this is a game that's actually played by humans. | https://karpathy.ai/lexicap/0012-large.html#00:01:26.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | You don't see that much on TV or casinos | https://karpathy.ai/lexicap/0012-large.html#00:01:30.960 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | because well, for various reasons, | https://karpathy.ai/lexicap/0012-large.html#00:01:33.960 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but you do see it in some expert level casinos | https://karpathy.ai/lexicap/0012-large.html#00:01:36.160 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and you see it in the best poker movies of all time. | https://karpathy.ai/lexicap/0012-large.html#00:01:40.240 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | It's actually an event in the World Series of Poker, | https://karpathy.ai/lexicap/0012-large.html#00:01:43.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but mostly it's played online | https://karpathy.ai/lexicap/0012-large.html#00:01:45.720 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and typically for pretty big sums of money. | https://karpathy.ai/lexicap/0012-large.html#00:01:48.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And this is a game that usually only experts play. | https://karpathy.ai/lexicap/0012-large.html#00:01:50.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So if you go to your home game on a Friday night, | https://karpathy.ai/lexicap/0012-large.html#00:01:54.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | it probably is not gonna be Heads Up No Limit Texas Holdem. | https://karpathy.ai/lexicap/0012-large.html#00:01:58.720 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | It might be No Limit Texas Holdem in some cases, | https://karpathy.ai/lexicap/0012-large.html#00:02:01.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but typically for a big group and it's not as competitive. | https://karpathy.ai/lexicap/0012-large.html#00:02:04.640 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | While Heads Up means it's two players. | https://karpathy.ai/lexicap/0012-large.html#00:02:08.720 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So it's really like me against you. | https://karpathy.ai/lexicap/0012-large.html#00:02:10.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Am I better or are you better? | https://karpathy.ai/lexicap/0012-large.html#00:02:13.360 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Much like chess or go in that sense, | https://karpathy.ai/lexicap/0012-large.html#00:02:14.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but an imperfect information game, | https://karpathy.ai/lexicap/0012-large.html#00:02:17.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | which makes it much harder because I have to deal | https://karpathy.ai/lexicap/0012-large.html#00:02:19.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | with issues of you knowing things that I don't know | https://karpathy.ai/lexicap/0012-large.html#00:02:21.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and I know things that you don't know | https://karpathy.ai/lexicap/0012-large.html#00:02:25.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | instead of pieces being nicely laid on the board | https://karpathy.ai/lexicap/0012-large.html#00:02:27.200 |
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