episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
|---|---|---|
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Where does it sit? | https://karpathy.ai/lexicap/0005-large.html#00:04:55.640 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And does math for you have limits of what it can describe? | https://karpathy.ai/lexicap/0005-large.html#00:04:57.040 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Some people say that math is language which use God. | https://karpathy.ai/lexicap/0005-large.html#00:05:01.480 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Use God. | https://karpathy.ai/lexicap/0005-large.html#00:05:06.480 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So I believe that... | https://karpathy.ai/lexicap/0005-large.html#00:05:08.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Speak to God or use God or... | https://karpathy.ai/lexicap/0005-large.html#00:05:10.320 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Use God. | https://karpathy.ai/lexicap/0005-large.html#00:05:12.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Use God. | https://karpathy.ai/lexicap/0005-large.html#00:05:13.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Yeah. | https://karpathy.ai/lexicap/0005-large.html#00:05:14.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So I believe that this article | https://karpathy.ai/lexicap/0005-large.html#00:05:15.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | about effectiveness, unreasonable effectiveness of math, | https://karpathy.ai/lexicap/0005-large.html#00:05:23.920 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | is that if you're looking at mathematical structures, | https://karpathy.ai/lexicap/0005-large.html#00:05:27.840 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | they know something about reality. | https://karpathy.ai/lexicap/0005-large.html#00:05:32.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And the most scientists from Natural Science, | https://karpathy.ai/lexicap/0005-large.html#00:05:36.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | they're looking on equation and trying to understand reality. | https://karpathy.ai/lexicap/0005-large.html#00:05:41.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So the same in machine learning. | https://karpathy.ai/lexicap/0005-large.html#00:05:47.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | If you try very carefully look on all equations | https://karpathy.ai/lexicap/0005-large.html#00:05:50.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | which define conditional probability, | https://karpathy.ai/lexicap/0005-large.html#00:05:56.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you can understand something about reality | https://karpathy.ai/lexicap/0005-large.html#00:05:59.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | more than from your fantasy. | https://karpathy.ai/lexicap/0005-large.html#00:06:04.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So math can reveal the simple underlying principles of reality perhaps. | https://karpathy.ai/lexicap/0005-large.html#00:06:07.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You know what means simple? | https://karpathy.ai/lexicap/0005-large.html#00:06:13.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is very hard to discover them. | https://karpathy.ai/lexicap/0005-large.html#00:06:16.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But then when you discover them and look at them, | https://karpathy.ai/lexicap/0005-large.html#00:06:19.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you see how beautiful they are. | https://karpathy.ai/lexicap/0005-large.html#00:06:23.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And it is surprising why people did not see that before. | https://karpathy.ai/lexicap/0005-large.html#00:06:26.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You're looking on equation and derive it from equations. | https://karpathy.ai/lexicap/0005-large.html#00:06:33.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | For example, I talked yesterday about least square method. | https://karpathy.ai/lexicap/0005-large.html#00:06:37.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And people had a lot of fantasy how to improve least square method. | https://karpathy.ai/lexicap/0005-large.html#00:06:43.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But if you're going step by step by solving some equations, | https://karpathy.ai/lexicap/0005-large.html#00:06:48.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you suddenly will get some term which after thinking, | https://karpathy.ai/lexicap/0005-large.html#00:06:52.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you understand that it describes position of observation point. | https://karpathy.ai/lexicap/0005-large.html#00:06:59.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | In least square method, we throw out a lot of information. | https://karpathy.ai/lexicap/0005-large.html#00:07:04.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | We don't look in composition of point of observations, | https://karpathy.ai/lexicap/0005-large.html#00:07:08.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | we're looking only on residuals. | https://karpathy.ai/lexicap/0005-large.html#00:07:11.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But when you understood that, that's very simple idea, | https://karpathy.ai/lexicap/0005-large.html#00:07:14.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | but it's not too simple to understand. | https://karpathy.ai/lexicap/0005-large.html#00:07:19.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And you can derive this just from equations. | https://karpathy.ai/lexicap/0005-large.html#00:07:22.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So some simple algebra, a few steps will take you to something surprising | https://karpathy.ai/lexicap/0005-large.html#00:07:26.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | that when you think about, you understand. | https://karpathy.ai/lexicap/0005-large.html#00:07:31.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And that is proof that human intuition is not too rich and very primitive. | https://karpathy.ai/lexicap/0005-large.html#00:07:34.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And it does not see very simple situations. | https://karpathy.ai/lexicap/0005-large.html#00:07:42.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So let me take a step back. | https://karpathy.ai/lexicap/0005-large.html#00:07:48.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | In general, yes. | https://karpathy.ai/lexicap/0005-large.html#00:07:50.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But what about human, as opposed to intuition, ingenuity? | https://karpathy.ai/lexicap/0005-large.html#00:07:54.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Moments of brilliance. | https://karpathy.ai/lexicap/0005-large.html#00:08:01.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Do you have to be so hard on human intuition? | https://karpathy.ai/lexicap/0005-large.html#00:08:06.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Are there moments of brilliance in human intuition? | https://karpathy.ai/lexicap/0005-large.html#00:08:09.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | They can leap ahead of math and then the math will catch up? | https://karpathy.ai/lexicap/0005-large.html#00:08:12.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | I don't think so. | https://karpathy.ai/lexicap/0005-large.html#00:08:17.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | I think that the best human intuition, it is putting in axioms. | https://karpathy.ai/lexicap/0005-large.html#00:08:19.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And then it is technical. | https://karpathy.ai/lexicap/0005-large.html#00:08:26.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | See where the axioms take you. | https://karpathy.ai/lexicap/0005-large.html#00:08:28.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But if they correctly take axioms. | https://karpathy.ai/lexicap/0005-large.html#00:08:31.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But it axiom polished during generations of scientists. | https://karpathy.ai/lexicap/0005-large.html#00:08:35.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And this is integral wisdom. | https://karpathy.ai/lexicap/0005-large.html#00:08:41.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | That is beautifully put. | https://karpathy.ai/lexicap/0005-large.html#00:08:45.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But if you maybe look at, when you think of Einstein and special relativity, | https://karpathy.ai/lexicap/0005-large.html#00:08:47.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | what is the role of imagination coming first there in the moment of discovery of an idea? | https://karpathy.ai/lexicap/0005-large.html#00:08:56.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So there is obviously a mix of math and out of the box imagination there. | https://karpathy.ai/lexicap/0005-large.html#00:09:04.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | That I don't know. | https://karpathy.ai/lexicap/0005-large.html#00:09:10.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Whatever I did, I exclude any imagination. | https://karpathy.ai/lexicap/0005-large.html#00:09:12.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Because whatever I saw in machine learning that comes from imagination, | https://karpathy.ai/lexicap/0005-large.html#00:09:17.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | like features, like deep learning, they are not relevant to the problem. | https://karpathy.ai/lexicap/0005-large.html#00:09:22.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | When you are looking very carefully from mathematical equations, | https://karpathy.ai/lexicap/0005-large.html#00:09:29.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you are deriving very simple theory, which goes far beyond theoretically | https://karpathy.ai/lexicap/0005-large.html#00:09:34.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | than whatever people can imagine. | https://karpathy.ai/lexicap/0005-large.html#00:09:39.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Because it is not good fantasy. | https://karpathy.ai/lexicap/0005-large.html#00:09:42.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is just interpretation. | https://karpathy.ai/lexicap/0005-large.html#00:09:44.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is just fantasy. | https://karpathy.ai/lexicap/0005-large.html#00:09:46.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But it is not what you need. | https://karpathy.ai/lexicap/0005-large.html#00:09:48.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You don't need any imagination to derive the main principle of machine learning. | https://karpathy.ai/lexicap/0005-large.html#00:09:51.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | When you think about learning and intelligence, | https://karpathy.ai/lexicap/0005-large.html#00:09:59.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | maybe thinking about the human brain and trying to describe mathematically | https://karpathy.ai/lexicap/0005-large.html#00:10:02.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | the process of learning, that is something like what happens in the human brain. | https://karpathy.ai/lexicap/0005-large.html#00:10:06.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Do you think we have the tools currently? | https://karpathy.ai/lexicap/0005-large.html#00:10:13.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Do you think we will ever have the tools to try to describe that process of learning? | https://karpathy.ai/lexicap/0005-large.html#00:10:17.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is not description what is going on. | https://karpathy.ai/lexicap/0005-large.html#00:10:21.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is interpretation. | https://karpathy.ai/lexicap/0005-large.html#00:10:25.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | It is your interpretation. | https://karpathy.ai/lexicap/0005-large.html#00:10:27.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Your vision can be wrong. | https://karpathy.ai/lexicap/0005-large.html#00:10:29.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You know, one guy invented microscope, Levenhuk, for the first time. | https://karpathy.ai/lexicap/0005-large.html#00:10:32.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Only he got this instrument and he kept secret about microscope. | https://karpathy.ai/lexicap/0005-large.html#00:10:39.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But he wrote a report in London Academy of Science. | https://karpathy.ai/lexicap/0005-large.html#00:10:45.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | In his report, when he was looking at the blood, | https://karpathy.ai/lexicap/0005-large.html#00:10:49.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | he looked everywhere, on the water, on the blood, on the sperm. | https://karpathy.ai/lexicap/0005-large.html#00:10:52.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But he described blood like fight between queen and king. | https://karpathy.ai/lexicap/0005-large.html#00:10:56.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So, he saw blood cells, red cells, and he imagined that it is army fighting each other. | https://karpathy.ai/lexicap/0005-large.html#00:11:04.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And it was his interpretation of situation. | https://karpathy.ai/lexicap/0005-large.html#00:11:12.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And he sent this report in Academy of Science. | https://karpathy.ai/lexicap/0005-large.html#00:11:17.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | They very carefully looked because they believed that he is right. | https://karpathy.ai/lexicap/0005-large.html#00:11:20.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | He saw something. | https://karpathy.ai/lexicap/0005-large.html#00:11:24.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Yes. | https://karpathy.ai/lexicap/0005-large.html#00:11:25.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But he gave wrong interpretation. | https://karpathy.ai/lexicap/0005-large.html#00:11:26.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And I believe the same can happen with brain. | https://karpathy.ai/lexicap/0005-large.html#00:11:28.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | With brain, yeah. | https://karpathy.ai/lexicap/0005-large.html#00:11:32.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | The most important part. | https://karpathy.ai/lexicap/0005-large.html#00:11:33.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You know, I believe in human language. | https://karpathy.ai/lexicap/0005-large.html#00:11:35.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | In some proverbs, there is so much wisdom. | https://karpathy.ai/lexicap/0005-large.html#00:11:39.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | For example, people say that it is better than thousand days of diligent studies one day with great teacher. | https://karpathy.ai/lexicap/0005-large.html#00:11:43.120 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.