episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
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Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | mind or the artificial mind? | https://karpathy.ai/lexicap/0004-large.html#00:41:28.880 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | You know, when I was an adolescent, I was reading a lot. And then I started reading | https://karpathy.ai/lexicap/0004-large.html#00:41:31.360 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | science fiction. | https://karpathy.ai/lexicap/0004-large.html#00:41:35.520 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | There you go. | https://karpathy.ai/lexicap/0004-large.html#00:41:36.520 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | That's it. That's where I got hooked. And then, you know, I had one of the first personal | https://karpathy.ai/lexicap/0004-large.html#00:41:37.520 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | computers and I got hooked in programming. And so it just, you know, | https://karpathy.ai/lexicap/0004-large.html#00:41:46.520 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | Start with fiction and then make it a reality. | https://karpathy.ai/lexicap/0004-large.html#00:41:52.680 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | That's right. | https://karpathy.ai/lexicap/0004-large.html#00:41:54.800 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | Yoshua, thank you so much for talking to me. | https://karpathy.ai/lexicap/0004-large.html#00:41:55.800 |
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4 | My pleasure. | https://karpathy.ai/lexicap/0004-large.html#00:41:57.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | The following is a conversation with Vladimir Vapnik. | https://karpathy.ai/lexicap/0005-large.html#00:00:00.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | He's the co inventor of support vector machines, | https://karpathy.ai/lexicap/0005-large.html#00:00:03.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | support vector clustering, VC theory, | https://karpathy.ai/lexicap/0005-large.html#00:00:05.200 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and many foundational ideas in statistical learning. | https://karpathy.ai/lexicap/0005-large.html#00:00:07.840 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | He was born in the Soviet Union | https://karpathy.ai/lexicap/0005-large.html#00:00:11.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and worked at the Institute of Control Sciences in Moscow. | https://karpathy.ai/lexicap/0005-large.html#00:00:13.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Then in the United States, he worked at AT&T, | https://karpathy.ai/lexicap/0005-large.html#00:00:16.240 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | NEC Labs, Facebook Research, | https://karpathy.ai/lexicap/0005-large.html#00:00:19.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and now is a professor at Columbia University. | https://karpathy.ai/lexicap/0005-large.html#00:00:22.200 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | His work has been cited over 170,000 times. | https://karpathy.ai/lexicap/0005-large.html#00:00:25.880 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | He has some very interesting ideas | https://karpathy.ai/lexicap/0005-large.html#00:00:30.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | about artificial intelligence and the nature of learning, | https://karpathy.ai/lexicap/0005-large.html#00:00:31.800 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | especially on the limits of our current approaches | https://karpathy.ai/lexicap/0005-large.html#00:00:34.760 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and the open problems in the field. | https://karpathy.ai/lexicap/0005-large.html#00:00:37.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | This conversation is part of MIT course | https://karpathy.ai/lexicap/0005-large.html#00:00:40.360 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | on artificial general intelligence | https://karpathy.ai/lexicap/0005-large.html#00:00:42.440 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and the artificial intelligence podcast. | https://karpathy.ai/lexicap/0005-large.html#00:00:44.360 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | If you enjoy it, please subscribe on YouTube | https://karpathy.ai/lexicap/0005-large.html#00:00:46.800 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | or rate it on iTunes or your podcast provider of choice, | https://karpathy.ai/lexicap/0005-large.html#00:00:49.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | or simply connect with me on Twitter | https://karpathy.ai/lexicap/0005-large.html#00:00:52.960 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | or other social networks at Lex Friedman spelled F R I D. | https://karpathy.ai/lexicap/0005-large.html#00:00:55.240 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And now here's my conversation with Vladimir Vapnik. | https://karpathy.ai/lexicap/0005-large.html#00:01:00.120 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Einstein famously said that God doesn't play dice. | https://karpathy.ai/lexicap/0005-large.html#00:01:04.760 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Yeah. | https://karpathy.ai/lexicap/0005-large.html#00:01:08.800 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You have studied the world through the eyes of statistics. | https://karpathy.ai/lexicap/0005-large.html#00:01:09.920 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So let me ask you in terms of the nature of reality, | https://karpathy.ai/lexicap/0005-large.html#00:01:12.800 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | fundamental nature of reality, does God play dice? | https://karpathy.ai/lexicap/0005-large.html#00:01:17.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | We don't know some factors. | https://karpathy.ai/lexicap/0005-large.html#00:01:21.320 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And because we don't know some factors, | https://karpathy.ai/lexicap/0005-large.html#00:01:25.400 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | which could be important, | https://karpathy.ai/lexicap/0005-large.html#00:01:28.160 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | it looks like God plays dice. | https://karpathy.ai/lexicap/0005-large.html#00:01:30.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But we should describe it. | https://karpathy.ai/lexicap/0005-large.html#00:01:35.040 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | In philosophy, they distinguish between two positions, | https://karpathy.ai/lexicap/0005-large.html#00:01:38.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | positions of instrumentalism, | https://karpathy.ai/lexicap/0005-large.html#00:01:42.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | where you're creating theory for prediction | https://karpathy.ai/lexicap/0005-large.html#00:01:44.920 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and position of realism, | https://karpathy.ai/lexicap/0005-large.html#00:01:48.720 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | where you're trying to understand what God did. | https://karpathy.ai/lexicap/0005-large.html#00:01:50.960 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Can you describe instrumentalism and realism a little bit? | https://karpathy.ai/lexicap/0005-large.html#00:01:54.640 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | For example, if you have some mechanical laws, | https://karpathy.ai/lexicap/0005-large.html#00:01:58.400 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | what is that? | https://karpathy.ai/lexicap/0005-large.html#00:02:04.200 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Is it law which is true always and everywhere? | https://karpathy.ai/lexicap/0005-large.html#00:02:06.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Or it is law which allow you to predict | https://karpathy.ai/lexicap/0005-large.html#00:02:11.480 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | position of moving element? | https://karpathy.ai/lexicap/0005-large.html#00:02:14.880 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | What you believe. | https://karpathy.ai/lexicap/0005-large.html#00:02:19.880 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You believe that it is God's law, | https://karpathy.ai/lexicap/0005-large.html#00:02:23.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | that God created the world, | https://karpathy.ai/lexicap/0005-large.html#00:02:25.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | which obey to this physical law. | https://karpathy.ai/lexicap/0005-large.html#00:02:28.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Or it is just law for predictions. | https://karpathy.ai/lexicap/0005-large.html#00:02:33.200 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And which one is instrumentalism? | https://karpathy.ai/lexicap/0005-large.html#00:02:36.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | For predictions. | https://karpathy.ai/lexicap/0005-large.html#00:02:38.440 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | If you believe that this is law of God, | https://karpathy.ai/lexicap/0005-large.html#00:02:39.960 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and it's always true everywhere, | https://karpathy.ai/lexicap/0005-large.html#00:02:43.680 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | that means that you're realist. | https://karpathy.ai/lexicap/0005-large.html#00:02:47.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So you're trying to really understand God's thought. | https://karpathy.ai/lexicap/0005-large.html#00:02:50.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So the way you see the world is as an instrumentalist? | https://karpathy.ai/lexicap/0005-large.html#00:02:55.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | You know, I'm working for some models, | https://karpathy.ai/lexicap/0005-large.html#00:03:00.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | model of machine learning. | https://karpathy.ai/lexicap/0005-large.html#00:03:03.280 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So in this model, we can see setting, | https://karpathy.ai/lexicap/0005-large.html#00:03:07.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and we try to solve, | https://karpathy.ai/lexicap/0005-large.html#00:03:12.840 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | resolve the setting to solve the problem. | https://karpathy.ai/lexicap/0005-large.html#00:03:15.360 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | And you can do in two different way. | https://karpathy.ai/lexicap/0005-large.html#00:03:18.320 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | From the point of view of instrumentalist, | https://karpathy.ai/lexicap/0005-large.html#00:03:20.840 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and that's what everybody does now. | https://karpathy.ai/lexicap/0005-large.html#00:03:23.880 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Because they say that goal of machine learning | https://karpathy.ai/lexicap/0005-large.html#00:03:27.160 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | is to find the rule for classification. | https://karpathy.ai/lexicap/0005-large.html#00:03:31.640 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | That is true. | https://karpathy.ai/lexicap/0005-large.html#00:03:36.880 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But it is instrument for prediction. | https://karpathy.ai/lexicap/0005-large.html#00:03:38.360 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But I can say the goal of machine learning | https://karpathy.ai/lexicap/0005-large.html#00:03:41.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | is to learn about conditional probability. | https://karpathy.ai/lexicap/0005-large.html#00:03:46.240 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So how God played use, and if he play, | https://karpathy.ai/lexicap/0005-large.html#00:03:50.080 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | what is probability for one, | https://karpathy.ai/lexicap/0005-large.html#00:03:54.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | what is probability for another, given situation. | https://karpathy.ai/lexicap/0005-large.html#00:03:56.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But for prediction, I don't need this. | https://karpathy.ai/lexicap/0005-large.html#00:04:00.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | I need the rule. | https://karpathy.ai/lexicap/0005-large.html#00:04:02.680 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | But for understanding, I need conditional probability. | https://karpathy.ai/lexicap/0005-large.html#00:04:04.320 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So let me just step back a little bit first to talk about, | https://karpathy.ai/lexicap/0005-large.html#00:04:08.520 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | you mentioned, which I read last night, | https://karpathy.ai/lexicap/0005-large.html#00:04:11.840 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | the parts of the 1960 paper by Eugene Wigner, | https://karpathy.ai/lexicap/0005-large.html#00:04:14.000 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Unreasonable Effectiveness of Mathematics | https://karpathy.ai/lexicap/0005-large.html#00:04:21.360 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | and Natural Sciences. | https://karpathy.ai/lexicap/0005-large.html#00:04:23.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Such a beautiful paper, by the way. | https://karpathy.ai/lexicap/0005-large.html#00:04:24.960 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Made me feel, to be honest, | https://karpathy.ai/lexicap/0005-large.html#00:04:29.400 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | to confess my own work in the past few years | https://karpathy.ai/lexicap/0005-large.html#00:04:32.640 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | on deep learning, heavily applied. | https://karpathy.ai/lexicap/0005-large.html#00:04:35.560 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Made me feel that I was missing out | https://karpathy.ai/lexicap/0005-large.html#00:04:38.480 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | on some of the beauty of nature | https://karpathy.ai/lexicap/0005-large.html#00:04:40.440 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | in the way that math can uncover. | https://karpathy.ai/lexicap/0005-large.html#00:04:43.480 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | So let me just step away from the poetry of that for a second. | https://karpathy.ai/lexicap/0005-large.html#00:04:45.640 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | How do you see the role of math in your life? | https://karpathy.ai/lexicap/0005-large.html#00:04:50.440 |
Vladimir Vapnik: Statistical Learning | Lex Fridman Podcast #5 | Is it a tool, is it poetry? | https://karpathy.ai/lexicap/0005-large.html#00:04:53.120 |
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