episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
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Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | understandable by us? | https://karpathy.ai/lexicap/0013-large.html#00:59:25.800 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Your intuition, again, we're in the realm of philosophy | https://karpathy.ai/lexicap/0013-large.html#00:59:27.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | a little bit. | https://karpathy.ai/lexicap/0013-large.html#00:59:30.760 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Well, probably no. | https://karpathy.ai/lexicap/0013-large.html#00:59:32.080 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But again, it depends what you really | https://karpathy.ai/lexicap/0013-large.html#00:59:36.120 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | mean for understanding. | https://karpathy.ai/lexicap/0013-large.html#00:59:40.280 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | So I think we don't understand how deep networks work. | https://karpathy.ai/lexicap/0013-large.html#00:59:42.000 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I think we are beginning to have a theory now. | https://karpathy.ai/lexicap/0013-large.html#00:59:53.280 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But in the case of deep networks, | https://karpathy.ai/lexicap/0013-large.html#00:59:56.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | or even in the case of the simpler kernel machines | https://karpathy.ai/lexicap/0013-large.html#00:59:59.240 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | or linear classifier, we really don't understand | https://karpathy.ai/lexicap/0013-large.html#01:00:04.120 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | the individual units or so. | https://karpathy.ai/lexicap/0013-large.html#01:00:08.120 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But we understand what the computation and the limitations | https://karpathy.ai/lexicap/0013-large.html#01:00:11.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | and the properties of it are. | https://karpathy.ai/lexicap/0013-large.html#01:00:17.280 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | It's similar to many things. | https://karpathy.ai/lexicap/0013-large.html#01:00:20.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | What does it mean to understand how a fusion bomb works? | https://karpathy.ai/lexicap/0013-large.html#01:00:24.040 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | How many of us understand the basic principle? | https://karpathy.ai/lexicap/0013-large.html#01:00:29.600 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And some of us may understand deeper details. | https://karpathy.ai/lexicap/0013-large.html#01:00:36.360 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | In that sense, understanding is, as a community, | https://karpathy.ai/lexicap/0013-large.html#01:00:40.600 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | as a civilization, can we build another copy of it? | https://karpathy.ai/lexicap/0013-large.html#01:00:43.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And in that sense, do you think there | https://karpathy.ai/lexicap/0013-large.html#01:00:47.360 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | will need to be some evolutionary component where | https://karpathy.ai/lexicap/0013-large.html#01:00:50.880 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | it runs away from our understanding? | https://karpathy.ai/lexicap/0013-large.html#01:00:53.960 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Or do you think it could be engineered from the ground up, | https://karpathy.ai/lexicap/0013-large.html#01:00:56.200 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | the same way you go from the transistor to PowerPoint? | https://karpathy.ai/lexicap/0013-large.html#01:00:59.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | So many years ago, this was actually 40, 41 years ago, | https://karpathy.ai/lexicap/0013-large.html#01:01:02.640 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I wrote a paper with David Marr, who | https://karpathy.ai/lexicap/0013-large.html#01:01:09.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | was one of the founding fathers of computer vision, | https://karpathy.ai/lexicap/0013-large.html#01:01:13.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | computational vision. | https://karpathy.ai/lexicap/0013-large.html#01:01:18.000 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I wrote a paper about levels of understanding, | https://karpathy.ai/lexicap/0013-large.html#01:01:20.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | which is related to the question we discussed earlier | https://karpathy.ai/lexicap/0013-large.html#01:01:23.840 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | about understanding PowerPoint, understanding transistors, | https://karpathy.ai/lexicap/0013-large.html#01:01:26.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | and so on. | https://karpathy.ai/lexicap/0013-large.html#01:01:30.200 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And in that kind of framework, we | https://karpathy.ai/lexicap/0013-large.html#01:01:31.840 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | had the level of the hardware and the top level | https://karpathy.ai/lexicap/0013-large.html#01:01:36.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | of the algorithms. | https://karpathy.ai/lexicap/0013-large.html#01:01:39.760 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | We did not have learning. | https://karpathy.ai/lexicap/0013-large.html#01:01:42.240 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Recently, I updated adding levels. | https://karpathy.ai/lexicap/0013-large.html#01:01:45.040 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And one level I added to those three was learning. | https://karpathy.ai/lexicap/0013-large.html#01:01:48.280 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And you can imagine, you could have a good understanding | https://karpathy.ai/lexicap/0013-large.html#01:01:55.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | of how you construct a learning machine, like we do. | https://karpathy.ai/lexicap/0013-large.html#01:01:59.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But being unable to describe in detail what the learning | https://karpathy.ai/lexicap/0013-large.html#01:02:04.960 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | machines will discover, right? | https://karpathy.ai/lexicap/0013-large.html#01:02:09.720 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Now, that would be still a powerful understanding, | https://karpathy.ai/lexicap/0013-large.html#01:02:13.680 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | if I can build a learning machine, | https://karpathy.ai/lexicap/0013-large.html#01:02:17.120 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | even if I don't understand in detail every time it | https://karpathy.ai/lexicap/0013-large.html#01:02:19.400 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | learns something. | https://karpathy.ai/lexicap/0013-large.html#01:02:24.480 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Just like our children, if they start | https://karpathy.ai/lexicap/0013-large.html#01:02:26.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | listening to a certain type of music, | https://karpathy.ai/lexicap/0013-large.html#01:02:28.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I don't know, Miley Cyrus or something, | https://karpathy.ai/lexicap/0013-large.html#01:02:31.320 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | you don't understand why they came | https://karpathy.ai/lexicap/0013-large.html#01:02:33.680 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | to that particular preference. | https://karpathy.ai/lexicap/0013-large.html#01:02:36.240 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But you understand the learning process. | https://karpathy.ai/lexicap/0013-large.html#01:02:37.640 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | That's very interesting. | https://karpathy.ai/lexicap/0013-large.html#01:02:39.400 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | So on learning for systems to be part of our world, | https://karpathy.ai/lexicap/0013-large.html#01:02:41.440 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | it has a certain, one of the challenging things | https://karpathy.ai/lexicap/0013-large.html#01:02:50.360 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | that you've spoken about is learning ethics, learning | https://karpathy.ai/lexicap/0013-large.html#01:02:53.480 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | morals. | https://karpathy.ai/lexicap/0013-large.html#01:02:57.920 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And how hard do you think is the problem of, first of all, | https://karpathy.ai/lexicap/0013-large.html#01:02:59.400 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | humans understanding our ethics? | https://karpathy.ai/lexicap/0013-large.html#01:03:04.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | What is the origin on the neural on the low level of ethics? | https://karpathy.ai/lexicap/0013-large.html#01:03:06.800 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | What is it at the higher level? | https://karpathy.ai/lexicap/0013-large.html#01:03:10.600 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Is it something that's learnable from machines | https://karpathy.ai/lexicap/0013-large.html#01:03:12.400 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | in your intuition? | https://karpathy.ai/lexicap/0013-large.html#01:03:15.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I think, yeah, ethics is learnable, very likely. | https://karpathy.ai/lexicap/0013-large.html#01:03:17.840 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I think it's one of these problems where | https://karpathy.ai/lexicap/0013-large.html#01:03:23.960 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | I think understanding the neuroscience of ethics, | https://karpathy.ai/lexicap/0013-large.html#01:03:29.720 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | people discuss there is an ethics of neuroscience. | https://karpathy.ai/lexicap/0013-large.html#01:03:36.680 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Yeah, yes. | https://karpathy.ai/lexicap/0013-large.html#01:03:41.480 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | How a neuroscientist should or should not behave. | https://karpathy.ai/lexicap/0013-large.html#01:03:42.800 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Can you think of a neurosurgeon and the ethics | https://karpathy.ai/lexicap/0013-large.html#01:03:46.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | rule he has to be or he, she has to be. | https://karpathy.ai/lexicap/0013-large.html#01:03:50.480 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But I'm more interested on the neuroscience of ethics. | https://karpathy.ai/lexicap/0013-large.html#01:03:53.960 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | You're blowing my mind right now. | https://karpathy.ai/lexicap/0013-large.html#01:03:57.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | The neuroscience of ethics is very meta. | https://karpathy.ai/lexicap/0013-large.html#01:03:58.840 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Yeah, and I think that would be important to understand also | https://karpathy.ai/lexicap/0013-large.html#01:04:01.080 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | for being able to design machines that | https://karpathy.ai/lexicap/0013-large.html#01:04:05.080 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | are ethical machines in our sense of ethics. | https://karpathy.ai/lexicap/0013-large.html#01:04:10.880 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And you think there is something in neuroscience, | https://karpathy.ai/lexicap/0013-large.html#01:04:15.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | there's patterns, tools in neuroscience | https://karpathy.ai/lexicap/0013-large.html#01:04:18.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | that could help us shed some light on ethics? | https://karpathy.ai/lexicap/0013-large.html#01:04:21.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Or is it mostly on the psychologists of sociology | https://karpathy.ai/lexicap/0013-large.html#01:04:25.320 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | in which higher level? | https://karpathy.ai/lexicap/0013-large.html#01:04:28.920 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | No, there is psychology. | https://karpathy.ai/lexicap/0013-large.html#01:04:29.840 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But there is also, in the meantime, | https://karpathy.ai/lexicap/0013-large.html#01:04:30.960 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | there is evidence, fMRI, of specific areas of the brain | https://karpathy.ai/lexicap/0013-large.html#01:04:35.160 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | that are involved in certain ethical judgment. | https://karpathy.ai/lexicap/0013-large.html#01:04:41.080 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And not only this, you can stimulate those area | https://karpathy.ai/lexicap/0013-large.html#01:04:44.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | with magnetic fields and change the ethical decisions. | https://karpathy.ai/lexicap/0013-large.html#01:04:47.640 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Yeah, wow. | https://karpathy.ai/lexicap/0013-large.html#01:04:53.920 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | So that's work by a colleague of mine, Rebecca Sachs. | https://karpathy.ai/lexicap/0013-large.html#01:04:56.360 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And there is other researchers doing similar work. | https://karpathy.ai/lexicap/0013-large.html#01:05:00.800 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And I think this is the beginning. | https://karpathy.ai/lexicap/0013-large.html#01:05:05.320 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | But ideally, at some point, we'll | https://karpathy.ai/lexicap/0013-large.html#01:05:08.280 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | have an understanding of how this works. | https://karpathy.ai/lexicap/0013-large.html#01:05:11.680 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | And why it evolved, right? | https://karpathy.ai/lexicap/0013-large.html#01:05:15.560 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | The big why question. | https://karpathy.ai/lexicap/0013-large.html#01:05:18.520 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Yeah, it must have some purpose. | https://karpathy.ai/lexicap/0013-large.html#01:05:19.720 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | Yeah, obviously it has some social purposes, probably. | https://karpathy.ai/lexicap/0013-large.html#01:05:22.000 |
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13 | If neuroscience holds the key to at least illuminate | https://karpathy.ai/lexicap/0013-large.html#01:05:30.120 |
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