episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
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Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | for game solving and applying them into the real world. | https://karpathy.ai/lexicap/0012-large.html#01:01:26.360 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | I'm still very interested in market design as well. | https://karpathy.ai/lexicap/0012-large.html#01:01:30.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And we're doing that in the optimized markets, | https://karpathy.ai/lexicap/0012-large.html#01:01:33.160 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but I'm most interested if number one right now | https://karpathy.ai/lexicap/0012-large.html#01:01:35.400 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | is strategic machine strategy robot, | https://karpathy.ai/lexicap/0012-large.html#01:01:37.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | getting that technology out there | https://karpathy.ai/lexicap/0012-large.html#01:01:40.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and seeing as you were in the trenches doing applications, | https://karpathy.ai/lexicap/0012-large.html#01:01:41.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | what needs to be actually filled, | https://karpathy.ai/lexicap/0012-large.html#01:01:45.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | what technology gaps still need to be filled. | https://karpathy.ai/lexicap/0012-large.html#01:01:47.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So it's so hard to just put your feet on the table | https://karpathy.ai/lexicap/0012-large.html#01:01:49.800 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and imagine what needs to be done. | https://karpathy.ai/lexicap/0012-large.html#01:01:52.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | But when you're actually doing real applications, | https://karpathy.ai/lexicap/0012-large.html#01:01:53.800 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | the applications tell you what needs to be done. | https://karpathy.ai/lexicap/0012-large.html#01:01:56.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And I really enjoy that interaction. | https://karpathy.ai/lexicap/0012-large.html#01:01:59.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Is it a challenging process to apply | https://karpathy.ai/lexicap/0012-large.html#01:02:00.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | some of the state of the art techniques you're working on | https://karpathy.ai/lexicap/0012-large.html#01:02:04.480 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and having the various players in industry | https://karpathy.ai/lexicap/0012-large.html#01:02:07.760 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | or the military or people who could really benefit from it | https://karpathy.ai/lexicap/0012-large.html#01:02:14.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | actually use it? | https://karpathy.ai/lexicap/0012-large.html#01:02:17.720 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | What's that process like of, | https://karpathy.ai/lexicap/0012-large.html#01:02:19.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | autonomous vehicles work with automotive companies | https://karpathy.ai/lexicap/0012-large.html#01:02:21.400 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and they're in many ways are a little bit old fashioned. | https://karpathy.ai/lexicap/0012-large.html#01:02:23.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | It's difficult. | https://karpathy.ai/lexicap/0012-large.html#01:02:28.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | They really want to use this technology. | https://karpathy.ai/lexicap/0012-large.html#01:02:29.240 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | There's clearly will have a significant benefit, | https://karpathy.ai/lexicap/0012-large.html#01:02:31.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but the systems aren't quite in place | https://karpathy.ai/lexicap/0012-large.html#01:02:34.640 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | to easily have them integrated in terms of data, | https://karpathy.ai/lexicap/0012-large.html#01:02:37.480 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in terms of compute, in terms of all these kinds of things. | https://karpathy.ai/lexicap/0012-large.html#01:02:41.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So is that one of the bigger challenges that you're facing | https://karpathy.ai/lexicap/0012-large.html#01:02:43.760 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and how do you tackle that challenge? | https://karpathy.ai/lexicap/0012-large.html#01:02:48.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Yeah, I think that's always a challenge. | https://karpathy.ai/lexicap/0012-large.html#01:02:50.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | That's kind of slowness and inertia really | https://karpathy.ai/lexicap/0012-large.html#01:02:52.360 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | of let's do things the way we've always done it. | https://karpathy.ai/lexicap/0012-large.html#01:02:55.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | You just have to find the internal champions | https://karpathy.ai/lexicap/0012-large.html#01:02:57.920 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | at the customer who understand that, | https://karpathy.ai/lexicap/0012-large.html#01:03:00.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | hey, things can't be the same way in the future. | https://karpathy.ai/lexicap/0012-large.html#01:03:02.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Otherwise bad things are going to happen. | https://karpathy.ai/lexicap/0012-large.html#01:03:04.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And it's in autonomous vehicles. | https://karpathy.ai/lexicap/0012-large.html#01:03:06.960 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | It's actually very interesting | https://karpathy.ai/lexicap/0012-large.html#01:03:08.600 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that the car makers are doing that | https://karpathy.ai/lexicap/0012-large.html#01:03:09.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and they're very traditional, | https://karpathy.ai/lexicap/0012-large.html#01:03:11.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but at the same time you have tech companies | https://karpathy.ai/lexicap/0012-large.html#01:03:12.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | who have nothing to do with cars or transportation | https://karpathy.ai/lexicap/0012-large.html#01:03:14.360 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | like Google and Baidu really pushing on autonomous cars. | https://karpathy.ai/lexicap/0012-large.html#01:03:17.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | I find that fascinating. | https://karpathy.ai/lexicap/0012-large.html#01:03:21.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Clearly you're super excited | https://karpathy.ai/lexicap/0012-large.html#01:03:23.240 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | about actually these ideas having an impact in the world. | https://karpathy.ai/lexicap/0012-large.html#01:03:25.160 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | In terms of the technology, in terms of ideas and research, | https://karpathy.ai/lexicap/0012-large.html#01:03:29.320 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | are there directions that you're also excited about? | https://karpathy.ai/lexicap/0012-large.html#01:03:32.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Whether that's on some of the approaches you talked about | https://karpathy.ai/lexicap/0012-large.html#01:03:36.600 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | for the imperfect information games, | https://karpathy.ai/lexicap/0012-large.html#01:03:40.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | whether it's applying deep learning | https://karpathy.ai/lexicap/0012-large.html#01:03:42.760 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | to some of these problems, | https://karpathy.ai/lexicap/0012-large.html#01:03:44.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | is there something that you're excited | https://karpathy.ai/lexicap/0012-large.html#01:03:45.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in the research side of things? | https://karpathy.ai/lexicap/0012-large.html#01:03:46.520 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Yeah, yeah, lots of different things | https://karpathy.ai/lexicap/0012-large.html#01:03:48.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | in the game solving. | https://karpathy.ai/lexicap/0012-large.html#01:03:51.120 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So solving even bigger games, | https://karpathy.ai/lexicap/0012-large.html#01:03:53.240 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | games where you have more hidden action | https://karpathy.ai/lexicap/0012-large.html#01:03:56.400 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | of the player actions as well. | https://karpathy.ai/lexicap/0012-large.html#01:03:59.760 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Poker is a game where really the chance actions are hidden | https://karpathy.ai/lexicap/0012-large.html#01:04:02.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | or some of them are hidden, | https://karpathy.ai/lexicap/0012-large.html#01:04:05.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but the player actions are public. | https://karpathy.ai/lexicap/0012-large.html#01:04:07.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Multiplayer games of various sorts, | https://karpathy.ai/lexicap/0012-large.html#01:04:11.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | collusion, opponent exploitation, | https://karpathy.ai/lexicap/0012-large.html#01:04:14.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | all and even longer games. | https://karpathy.ai/lexicap/0012-large.html#01:04:18.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So games that basically go forever, | https://karpathy.ai/lexicap/0012-large.html#01:04:21.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but they're not repeated. | https://karpathy.ai/lexicap/0012-large.html#01:04:23.160 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So see extensive fun games that go forever. | https://karpathy.ai/lexicap/0012-large.html#01:04:24.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | What would that even look like? | https://karpathy.ai/lexicap/0012-large.html#01:04:27.880 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | How do you represent that? | https://karpathy.ai/lexicap/0012-large.html#01:04:30.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | How do you solve that? | https://karpathy.ai/lexicap/0012-large.html#01:04:31.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | What's an example of a game like that? | https://karpathy.ai/lexicap/0012-large.html#01:04:32.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Or is this some of the stochastic games | https://karpathy.ai/lexicap/0012-large.html#01:04:33.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that you mentioned? | https://karpathy.ai/lexicap/0012-large.html#01:04:35.600 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Let's say business strategy. | https://karpathy.ai/lexicap/0012-large.html#01:04:36.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So it's not just modeling like a particular interaction, | https://karpathy.ai/lexicap/0012-large.html#01:04:37.320 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | but thinking about the business from here to eternity. | https://karpathy.ai/lexicap/0012-large.html#01:04:40.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Or let's say military strategy. | https://karpathy.ai/lexicap/0012-large.html#01:04:44.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So it's not like war is gonna go away. | https://karpathy.ai/lexicap/0012-large.html#01:04:49.040 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | How do you think about military strategy | https://karpathy.ai/lexicap/0012-large.html#01:04:51.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that's gonna go forever? | https://karpathy.ai/lexicap/0012-large.html#01:04:54.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | How do you even model that? | https://karpathy.ai/lexicap/0012-large.html#01:04:56.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | How do you know whether a move was good | https://karpathy.ai/lexicap/0012-large.html#01:04:58.080 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that somebody made and so on? | https://karpathy.ai/lexicap/0012-large.html#01:05:01.000 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So that's kind of one direction. | https://karpathy.ai/lexicap/0012-large.html#01:05:05.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | I'm also very interested in learning | https://karpathy.ai/lexicap/0012-large.html#01:05:06.960 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | much more scalable techniques for integer programming. | https://karpathy.ai/lexicap/0012-large.html#01:05:09.800 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So we had an ICML paper this summer on that. | https://karpathy.ai/lexicap/0012-large.html#01:05:13.440 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | The first automated algorithm configuration paper | https://karpathy.ai/lexicap/0012-large.html#01:05:16.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that has theoretical generalization guarantees. | https://karpathy.ai/lexicap/0012-large.html#01:05:20.280 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So if I see this many training examples | https://karpathy.ai/lexicap/0012-large.html#01:05:23.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | and I told my algorithm in this way, | https://karpathy.ai/lexicap/0012-large.html#01:05:26.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | it's going to have good performance | https://karpathy.ai/lexicap/0012-large.html#01:05:28.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | on the real distribution, which I've not seen. | https://karpathy.ai/lexicap/0012-large.html#01:05:30.560 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | So, which is kind of interesting | https://karpathy.ai/lexicap/0012-large.html#01:05:33.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | that algorithm configuration has been going on now | https://karpathy.ai/lexicap/0012-large.html#01:05:34.840 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | for at least 17 years seriously. | https://karpathy.ai/lexicap/0012-large.html#01:05:37.680 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | And there has not been any generalization theory before. | https://karpathy.ai/lexicap/0012-large.html#01:05:41.200 |
Tuomas Sandholm: Poker and Game Theory | Lex Fridman Podcast #12 | Well, this is really exciting | https://karpathy.ai/lexicap/0012-large.html#01:05:45.960 |
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