episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
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Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Where artificial intelligence created solvers | https://karpathy.ai/lexicap/0324-large.html#00:59:04.580 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | that will specifically say, okay, this is the optimal play. | https://karpathy.ai/lexicap/0324-large.html#00:59:07.500 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | This is the game theory optimal play. | https://karpathy.ai/lexicap/0324-large.html#00:59:11.020 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So now it introduced poker to a whole new group | https://karpathy.ai/lexicap/0324-large.html#00:59:12.780 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | of like personality types. | https://karpathy.ai/lexicap/0324-large.html#00:59:16.180 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | In my day, it was people that were dregs of society | https://karpathy.ai/lexicap/0324-large.html#00:59:18.500 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | that didn't fit in, not college goers with a degree. | https://karpathy.ai/lexicap/0324-large.html#00:59:21.440 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | These are people who were street hustlers playing pool. | https://karpathy.ai/lexicap/0324-large.html#00:59:24.220 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | They found poker and they had these unique lives, right? | https://karpathy.ai/lexicap/0324-large.html#00:59:26.540 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But now because poker can be studied, | https://karpathy.ai/lexicap/0324-large.html#00:59:29.640 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | much like you study university or college, | https://karpathy.ai/lexicap/0324-large.html#00:59:32.740 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | you had, for example, the German contingent | https://karpathy.ai/lexicap/0324-large.html#00:59:35.300 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | who was literally analyzing data | https://karpathy.ai/lexicap/0324-large.html#00:59:37.440 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and coming up with strategies based on this. | https://karpathy.ai/lexicap/0324-large.html#00:59:39.300 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And it's like, what? | https://karpathy.ai/lexicap/0324-large.html#00:59:41.300 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And the old guy, got to play by feel or whatever. | https://karpathy.ai/lexicap/0324-large.html#00:59:42.620 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And they're like, they're learning. | https://karpathy.ai/lexicap/0324-large.html#00:59:45.780 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So I guess the way that you describe it is like | https://karpathy.ai/lexicap/0324-large.html#00:59:47.340 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | in the old days, it required skill and talent, | https://karpathy.ai/lexicap/0324-large.html#00:59:49.460 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | a card sense, right? | https://karpathy.ai/lexicap/0324-large.html#00:59:52.140 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | That was the only way to become good. | https://karpathy.ai/lexicap/0324-large.html#00:59:53.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And today that's not the case. | https://karpathy.ai/lexicap/0324-large.html#00:59:55.100 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Good study habits, a good work ethic in that regard | https://karpathy.ai/lexicap/0324-large.html#00:59:56.960 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | can make you like a really good player. | https://karpathy.ai/lexicap/0324-large.html#00:59:59.540 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Even if you aren't all that talented or gifted, | https://karpathy.ai/lexicap/0324-large.html#01:00:01.220 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | having a good work ethic is a talent, right? | https://karpathy.ai/lexicap/0324-large.html#01:00:05.020 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Not necessarily card sense, but if you're able to put | https://karpathy.ai/lexicap/0324-large.html#01:00:07.460 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | in the work and study from these solvers, | https://karpathy.ai/lexicap/0324-large.html#01:00:09.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | you essentially have the perfect study tool now | https://karpathy.ai/lexicap/0324-large.html#01:00:12.180 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | that we didn't have in my day. | https://karpathy.ai/lexicap/0324-large.html#01:00:15.420 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So what do the solvers give you? | https://karpathy.ai/lexicap/0324-large.html#01:00:17.160 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Do you start to memorize the optimal play | https://karpathy.ai/lexicap/0324-large.html#01:00:19.900 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | for every single hand? | https://karpathy.ai/lexicap/0324-large.html#01:00:22.120 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | You try your best. | https://karpathy.ai/lexicap/0324-large.html#01:00:24.120 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So again, solvers are imperfect as well, | https://karpathy.ai/lexicap/0324-large.html#01:00:25.300 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | in terms of the way the humans utilize them, right? | https://karpathy.ai/lexicap/0324-large.html#01:00:28.720 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Because you can give solvers a certain number of inputs | https://karpathy.ai/lexicap/0324-large.html#01:00:32.700 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | in terms of what you want it to solve, | https://karpathy.ai/lexicap/0324-large.html#01:00:36.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | but a solver can think on many, many levels. | https://karpathy.ai/lexicap/0324-large.html#01:00:38.500 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So for example, the way that a typical player | https://karpathy.ai/lexicap/0324-large.html#01:00:40.900 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | would do a solve is to say, okay, | https://karpathy.ai/lexicap/0324-large.html#01:00:43.240 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | what does a solver think is the best play here? | https://karpathy.ai/lexicap/0324-large.html#01:00:45.580 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Bet one third pot, bet two thirds pot, | https://karpathy.ai/lexicap/0324-large.html#01:00:47.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | or bet one and a half times pot, okay? | https://karpathy.ai/lexicap/0324-large.html#01:00:50.700 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | You give it three parameters, it comes out with an output | https://karpathy.ai/lexicap/0324-large.html#01:00:52.580 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and it tells you what you should do | https://karpathy.ai/lexicap/0324-large.html#01:00:55.820 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | with all the different hands you have. | https://karpathy.ai/lexicap/0324-large.html#01:00:57.420 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | However, that's a simplified version | https://karpathy.ai/lexicap/0324-large.html#01:00:59.320 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | of what a solver would really do, | https://karpathy.ai/lexicap/0324-large.html#01:01:01.820 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | because a solver might decide | https://karpathy.ai/lexicap/0324-large.html#01:01:02.940 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | that seven times the pot is best, 10% of the pot. | https://karpathy.ai/lexicap/0324-large.html#01:01:04.580 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But when you're putting in a solve, | https://karpathy.ai/lexicap/0324-large.html#01:01:08.100 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | you can only put in specific parameters. | https://karpathy.ai/lexicap/0324-large.html#01:01:09.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So that's why, frankly, that's typically the number, | https://karpathy.ai/lexicap/0324-large.html#01:01:12.540 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | one third, two third, and one and a half times pot | https://karpathy.ai/lexicap/0324-large.html#01:01:14.900 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | is what people often do. | https://karpathy.ai/lexicap/0324-large.html#01:01:17.140 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So they sort of have a vague idea of what a solver wants. | https://karpathy.ai/lexicap/0324-large.html#01:01:18.500 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But again, imperfect in terms of the implementation of it. | https://karpathy.ai/lexicap/0324-large.html#01:01:21.860 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And memorizing all the variables, | https://karpathy.ai/lexicap/0324-large.html#01:01:26.660 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | like that King Jack offsuit with the King of Diamonds | https://karpathy.ai/lexicap/0324-large.html#01:01:29.060 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | is 13%, no human brain can do that. | https://karpathy.ai/lexicap/0324-large.html#01:01:31.780 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So what you do is you bucket it. | https://karpathy.ai/lexicap/0324-large.html#01:01:35.800 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Like you bucket it into say, instead of 10,000 variables, | https://karpathy.ai/lexicap/0324-large.html#01:01:37.500 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | you have 10 buckets and you say, okay, | https://karpathy.ai/lexicap/0324-large.html#01:01:41.000 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | with these hands, we do roughly this, | https://karpathy.ai/lexicap/0324-large.html#01:01:42.580 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and we do roughly this. | https://karpathy.ai/lexicap/0324-large.html#01:01:44.100 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And you try your best to stay within those lines. | https://karpathy.ai/lexicap/0324-large.html#01:01:45.140 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But again, what I love about live poker partly | https://karpathy.ai/lexicap/0324-large.html#01:01:48.260 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | is that nobody will ever be able to master game theory, | https://karpathy.ai/lexicap/0324-large.html#01:01:50.460 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and mimic a solver. | https://karpathy.ai/lexicap/0324-large.html#01:01:54.560 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But you also have to incorporate your position, | https://karpathy.ai/lexicap/0324-large.html#01:01:57.800 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | where you are, and obviously what cards you have, | https://karpathy.ai/lexicap/0324-large.html#01:02:03.080 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | but also the size of your stack, | https://karpathy.ai/lexicap/0324-large.html#01:02:06.460 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | how much money you have, | https://karpathy.ai/lexicap/0324-large.html#01:02:08.920 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and also whether you have the ability | https://karpathy.ai/lexicap/0324-large.html#01:02:09.920 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | or desire to buy in, all those kinds of things. | https://karpathy.ai/lexicap/0324-large.html#01:02:12.440 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So you have to calculate all of that, right? | https://karpathy.ai/lexicap/0324-large.html#01:02:15.460 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So the solver will do that, right? | https://karpathy.ai/lexicap/0324-large.html#01:02:17.600 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And essentially, you don't input your hand. | https://karpathy.ai/lexicap/0324-large.html#01:02:20.440 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | It tells you, you'll look at the grade, | https://karpathy.ai/lexicap/0324-large.html#01:02:23.120 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and be like, all right, this is my hand, | https://karpathy.ai/lexicap/0324-large.html#01:02:25.600 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and it tells you what it is. | https://karpathy.ai/lexicap/0324-large.html#01:02:27.320 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But it tells you what you would do with any hand, right? | https://karpathy.ai/lexicap/0324-large.html#01:02:28.160 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | It gives you the full output. | https://karpathy.ai/lexicap/0324-large.html#01:02:30.960 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And that actually gives you a better idea, | https://karpathy.ai/lexicap/0324-large.html#01:02:32.280 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | because you're ultimately, like you said, | https://karpathy.ai/lexicap/0324-large.html#01:02:34.040 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | playing a range of hands, not a hand. | https://karpathy.ai/lexicap/0324-large.html#01:02:36.800 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And the solvers do things that are really interesting. | https://karpathy.ai/lexicap/0324-large.html#01:02:39.400 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | You've seen AlphaGo, I would imagine. | https://karpathy.ai/lexicap/0324-large.html#01:02:41.240 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Brilliant film, right, I thought. | https://karpathy.ai/lexicap/0324-large.html#01:02:43.040 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | And I thought what was interesting is there was, | https://karpathy.ai/lexicap/0324-large.html#01:02:44.680 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | you know, accepted theory from all the top Go players, | https://karpathy.ai/lexicap/0324-large.html#01:02:46.920 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | this is what you do. | https://karpathy.ai/lexicap/0324-large.html#01:02:50.280 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | But the AI was doing things way different, | https://karpathy.ai/lexicap/0324-large.html#01:02:51.160 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and they're like, this has to be wrong, | https://karpathy.ai/lexicap/0324-large.html#01:02:54.360 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | but really it wasn't. | https://karpathy.ai/lexicap/0324-large.html#01:02:55.720 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | So for example, a solver may say this, right? | https://karpathy.ai/lexicap/0324-large.html#01:02:56.880 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | Let's say you bet on the end, and you bet a lot, | https://karpathy.ai/lexicap/0324-large.html#01:03:00.760 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | and a solver may say, you should fold here | https://karpathy.ai/lexicap/0324-large.html#01:03:04.360 |
Daniel Negreanu: Poker | Lex Fridman Podcast #324 | with a pair of kings and a queen kicker, | https://karpathy.ai/lexicap/0324-large.html#01:03:07.460 |
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