episode stringlengths 45 100 | text stringlengths 1 528 | timestamp_link stringlengths 56 56 |
|---|---|---|
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So we have examples like that and it's only in the | https://karpathy.ai/lexicap/0011-large.html#00:56:32.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | beginning. | https://karpathy.ai/lexicap/0011-large.html#00:56:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | This is just the tip of the iceberg and I believe the | https://karpathy.ai/lexicap/0011-large.html#00:56:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | next wave of AI is going to be all about that. | https://karpathy.ai/lexicap/0011-large.html#00:56:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So at the moment, the current wave of AI is about | https://karpathy.ai/lexicap/0011-large.html#00:56:44.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | passive pattern observation and prediction and that's | https://karpathy.ai/lexicap/0011-large.html#00:56:48.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | what you have on your smartphone and what the major | https://karpathy.ai/lexicap/0011-large.html#00:56:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | companies on the Pacific Rim are using to sell you | https://karpathy.ai/lexicap/0011-large.html#00:56:56.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | ads to do marketing. | https://karpathy.ai/lexicap/0011-large.html#00:57:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | That's the current sort of profit in AI and that's | https://karpathy.ai/lexicap/0011-large.html#00:57:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | only one or two percent of the world economy. | https://karpathy.ai/lexicap/0011-large.html#00:57:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Which is big enough to make these companies pretty | https://karpathy.ai/lexicap/0011-large.html#00:57:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | much the most valuable companies in the world. | https://karpathy.ai/lexicap/0011-large.html#00:57:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But there's a much, much bigger fraction of the | https://karpathy.ai/lexicap/0011-large.html#00:57:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | economy going to be affected by the next wave which | https://karpathy.ai/lexicap/0011-large.html#00:57:19.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is really about machines that shape the data through | https://karpathy.ai/lexicap/0011-large.html#00:57:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | their own actions. | https://karpathy.ai/lexicap/0011-large.html#00:57:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think simulation is ultimately the biggest | https://karpathy.ai/lexicap/0011-large.html#00:57:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | way that those methods will be successful in the next | https://karpathy.ai/lexicap/0011-large.html#00:57:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | 10, 20 years? | https://karpathy.ai/lexicap/0011-large.html#00:57:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We're not talking about 100 years from now. | https://karpathy.ai/lexicap/0011-large.html#00:57:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We're talking about sort of the near term impact of | https://karpathy.ai/lexicap/0011-large.html#00:57:38.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | RL. | https://karpathy.ai/lexicap/0011-large.html#00:57:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think really good simulation is required or | https://karpathy.ai/lexicap/0011-large.html#00:57:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is there other techniques like imitation learning, | https://karpathy.ai/lexicap/0011-large.html#00:57:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | observing other humans operating in the real world? | https://karpathy.ai/lexicap/0011-large.html#00:57:48.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Where do you think the success will come from? | https://karpathy.ai/lexicap/0011-large.html#00:57:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So at the moment, we have a tendency of using physics | https://karpathy.ai/lexicap/0011-large.html#00:57:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | simulations to learn behavior from machines that | https://karpathy.ai/lexicap/0011-large.html#00:58:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | learn to solve problems that humans also do not know | https://karpathy.ai/lexicap/0011-large.html#00:58:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | how to solve. | https://karpathy.ai/lexicap/0011-large.html#00:58:11.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | However, this is not the future because the future is | https://karpathy.ai/lexicap/0011-large.html#00:58:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | in what little babies do. | https://karpathy.ai/lexicap/0011-large.html#00:58:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | They don't use a physics engine to simulate the | https://karpathy.ai/lexicap/0011-large.html#00:58:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | world. | https://karpathy.ai/lexicap/0011-large.html#00:58:21.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | No, they learn a predictive model of the world which | https://karpathy.ai/lexicap/0011-large.html#00:58:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | maybe sometimes is wrong in many ways but captures | https://karpathy.ai/lexicap/0011-large.html#00:58:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | all kinds of important abstract high level predictions | https://karpathy.ai/lexicap/0011-large.html#00:58:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which are really important to be successful. | https://karpathy.ai/lexicap/0011-large.html#00:58:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And that's what was the future 30 years ago when we | https://karpathy.ai/lexicap/0011-large.html#00:58:37.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | started that type of research but it's still the future | https://karpathy.ai/lexicap/0011-large.html#00:58:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and now we know much better how to go there to move | https://karpathy.ai/lexicap/0011-large.html#00:58:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | forward and to really make working systems based on | https://karpathy.ai/lexicap/0011-large.html#00:58:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that where you have a learning model of the world, | https://karpathy.ai/lexicap/0011-large.html#00:58:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a model of the world that learns to predict what's | https://karpathy.ai/lexicap/0011-large.html#00:58:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | going to happen if I do that and that. | https://karpathy.ai/lexicap/0011-large.html#00:58:59.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then the controller uses that model to more | https://karpathy.ai/lexicap/0011-large.html#00:59:01.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | quickly learn successful action sequences. | https://karpathy.ai/lexicap/0011-large.html#00:59:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then of course always this curiosity thing. | https://karpathy.ai/lexicap/0011-large.html#00:59:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | In the beginning, the model is stupid so the | https://karpathy.ai/lexicap/0011-large.html#00:59:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | controller should be motivated to come up with | https://karpathy.ai/lexicap/0011-large.html#00:59:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | experiments with action sequences that lead to data | https://karpathy.ai/lexicap/0011-large.html#00:59:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that improve the model. | https://karpathy.ai/lexicap/0011-large.html#00:59:21.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think improving the model, constructing an | https://karpathy.ai/lexicap/0011-large.html#00:59:23.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | understanding of the world in this connection is | https://karpathy.ai/lexicap/0011-large.html#00:59:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | now the popular approaches that have been successful | https://karpathy.ai/lexicap/0011-large.html#00:59:30.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | are grounded in ideas of neural networks. | https://karpathy.ai/lexicap/0011-large.html#00:59:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But in the 80s with expert systems, there's | https://karpathy.ai/lexicap/0011-large.html#00:59:38.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | symbolic AI approaches which to us humans are more | https://karpathy.ai/lexicap/0011-large.html#00:59:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | intuitive in the sense that it makes sense that you | https://karpathy.ai/lexicap/0011-large.html#00:59:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | build up knowledge in this knowledge representation. | https://karpathy.ai/lexicap/0011-large.html#00:59:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | What kind of lessons can we draw into our current | https://karpathy.ai/lexicap/0011-large.html#00:59:52.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | approaches from expert systems from symbolic AI? | https://karpathy.ai/lexicap/0011-large.html#00:59:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So I became aware of all of that in the 80s and | https://karpathy.ai/lexicap/0011-large.html#01:00:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | back then logic programming was a huge thing. | https://karpathy.ai/lexicap/0011-large.html#01:00:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Was it inspiring to you yourself? | https://karpathy.ai/lexicap/0011-large.html#01:00:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Did you find it compelling? | https://karpathy.ai/lexicap/0011-large.html#01:00:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Because a lot of your work was not so much in that | https://karpathy.ai/lexicap/0011-large.html#01:00:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | realm, right? | https://karpathy.ai/lexicap/0011-large.html#01:00:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | It was more in the learning systems. | https://karpathy.ai/lexicap/0011-large.html#01:00:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Yes and no, but we did all of that. | https://karpathy.ai/lexicap/0011-large.html#01:00:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So my first publication ever actually was 1987, | https://karpathy.ai/lexicap/0011-large.html#01:00:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | was the implementation of genetic algorithm of a | https://karpathy.ai/lexicap/0011-large.html#01:00:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | genetic programming system in Prolog. | https://karpathy.ai/lexicap/0011-large.html#01:00:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So Prolog, that's what you learn back then which is | https://karpathy.ai/lexicap/0011-large.html#01:00:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a logic programming language and the Japanese, | https://karpathy.ai/lexicap/0011-large.html#01:00:38.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | they have this huge fifth generation AI project | https://karpathy.ai/lexicap/0011-large.html#01:00:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which was mostly about logic programming back then. | https://karpathy.ai/lexicap/0011-large.html#01:00:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Although neural networks existed and were well | https://karpathy.ai/lexicap/0011-large.html#01:00:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | known back then and deep learning has existed since | https://karpathy.ai/lexicap/0011-large.html#01:00:52.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | 1965, since this guy in the Ukraine, | https://karpathy.ai/lexicap/0011-large.html#01:00:56.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Iwakunenko, started it. | https://karpathy.ai/lexicap/0011-large.html#01:01:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But the Japanese and many other people, | https://karpathy.ai/lexicap/0011-large.html#01:01:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | they focused really on this logic programming and I | https://karpathy.ai/lexicap/0011-large.html#01:01:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | was influenced to the extent that I said, | https://karpathy.ai/lexicap/0011-large.html#01:01:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | okay, let's take these biologically inspired | https://karpathy.ai/lexicap/0011-large.html#01:01:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | algorithms like evolution, programs, | https://karpathy.ai/lexicap/0011-large.html#01:01:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and implement that in the language which I know, | https://karpathy.ai/lexicap/0011-large.html#01:01:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which was Prolog, for example, back then. | https://karpathy.ai/lexicap/0011-large.html#01:01:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then in many ways this came back later because | https://karpathy.ai/lexicap/0011-large.html#01:01:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the Gödel machine, for example, | https://karpathy.ai/lexicap/0011-large.html#01:01:29.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | has a proof searcher on board and without that it | https://karpathy.ai/lexicap/0011-large.html#01:01:31.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | would not be optimal. | https://karpathy.ai/lexicap/0011-large.html#01:01:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Well, Markus Futter's universal algorithm for | https://karpathy.ai/lexicap/0011-large.html#01:01:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | solving all well defined problems has a proof | https://karpathy.ai/lexicap/0011-large.html#01:01:38.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | searcher on board so that's very much logic programming. | https://karpathy.ai/lexicap/0011-large.html#01:01:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Without that it would not be asymptotically optimal. | https://karpathy.ai/lexicap/0011-large.html#01:01:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But then on the other hand, | https://karpathy.ai/lexicap/0011-large.html#01:01:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | because we are very pragmatic guys also, | https://karpathy.ai/lexicap/0011-large.html#01:01:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | we focused on recurrent neural networks and | https://karpathy.ai/lexicap/0011-large.html#01:01:54.040 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.