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 | maybe I am just biased as a human but it seems to | https://karpathy.ai/lexicap/0011-large.html#00:40:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | be an essential element of human level intelligence. | https://karpathy.ai/lexicap/0011-large.html#00:40:35.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Is that what you are implying? | https://karpathy.ai/lexicap/0011-large.html#00:40:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | To a degree? | https://karpathy.ai/lexicap/0011-large.html#00:40:44.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | If you zoom back a little bit and you just look | https://karpathy.ai/lexicap/0011-large.html#00:40:46.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | at a general problem solving machine which is | https://karpathy.ai/lexicap/0011-large.html#00:40:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | trying to solve arbitrary problems then this | https://karpathy.ai/lexicap/0011-large.html#00:40:51.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | machine will figure out in the course of solving | https://karpathy.ai/lexicap/0011-large.html#00:40:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | problems that it is good to be curious. | https://karpathy.ai/lexicap/0011-large.html#00:40:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So all of what I said just now about this prewired | https://karpathy.ai/lexicap/0011-large.html#00:41:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | curiosity and this will to invent new problems | https://karpathy.ai/lexicap/0011-large.html#00:41:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | that the system doesn't know how to solve yet | https://karpathy.ai/lexicap/0011-large.html#00:41:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | should be just a byproduct of the general search. | https://karpathy.ai/lexicap/0011-large.html#00:41:11.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | However, apparently evolution has built it into | https://karpathy.ai/lexicap/0011-large.html#00:41:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | us because it turned out to be so successful, | https://karpathy.ai/lexicap/0011-large.html#00:41:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a prewiring, a bias, a very successful exploratory | https://karpathy.ai/lexicap/0011-large.html#00:41:24.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | bias that we are born with. | https://karpathy.ai/lexicap/0011-large.html#00:41:29.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And you have also said that consciousness in the | https://karpathy.ai/lexicap/0011-large.html#00:41:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | same kind of way may be a byproduct of problem solving. | https://karpathy.ai/lexicap/0011-large.html#00:41:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you find this an interesting byproduct? | https://karpathy.ai/lexicap/0011-large.html#00:41:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Do you think it is a useful byproduct? | https://karpathy.ai/lexicap/0011-large.html#00:41:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | What are your thoughts on consciousness in general? | https://karpathy.ai/lexicap/0011-large.html#00:41:47.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Or is it simply a byproduct of greater and greater | https://karpathy.ai/lexicap/0011-large.html#00:41:49.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | capabilities of problem solving that is similar | https://karpathy.ai/lexicap/0011-large.html#00:41:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | to creativity in that sense? | https://karpathy.ai/lexicap/0011-large.html#00:41:58.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | We never have a procedure called consciousness | https://karpathy.ai/lexicap/0011-large.html#00:42:01.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | in our machines. | https://karpathy.ai/lexicap/0011-large.html#00:42:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | However, we get as side effects of what these | https://karpathy.ai/lexicap/0011-large.html#00:42:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | machines are doing things that seem to be closely | https://karpathy.ai/lexicap/0011-large.html#00:42:09.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | related to what people call consciousness. | https://karpathy.ai/lexicap/0011-large.html#00:42:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So for example, already in 1990 we had simple | https://karpathy.ai/lexicap/0011-large.html#00:42:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | systems which were basically recurrent networks | https://karpathy.ai/lexicap/0011-large.html#00:42:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | and therefore universal computers trying to map | https://karpathy.ai/lexicap/0011-large.html#00:42:24.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | incoming data into actions that lead to success. | https://karpathy.ai/lexicap/0011-large.html#00:42:28.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Maximizing reward in a given environment, | https://karpathy.ai/lexicap/0011-large.html#00:42:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | always finding the charging station in time | https://karpathy.ai/lexicap/0011-large.html#00:42:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | whenever the battery is low and negative signals | https://karpathy.ai/lexicap/0011-large.html#00:42:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | are coming from the battery, always find the | https://karpathy.ai/lexicap/0011-large.html#00:42:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | charging station in time without bumping against | https://karpathy.ai/lexicap/0011-large.html#00:42:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | painful obstacles on the way. | https://karpathy.ai/lexicap/0011-large.html#00:42:48.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So complicated things but very easily motivated. | https://karpathy.ai/lexicap/0011-large.html#00:42:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And then we give these little guys a separate | https://karpathy.ai/lexicap/0011-large.html#00:42:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | recurrent neural network which is just predicting | https://karpathy.ai/lexicap/0011-large.html#00:43:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | what's happening if I do that and that. | https://karpathy.ai/lexicap/0011-large.html#00:43:02.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | What will happen as a consequence of these | https://karpathy.ai/lexicap/0011-large.html#00:43:04.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | actions that I'm executing. | https://karpathy.ai/lexicap/0011-large.html#00:43:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And it's just trained on the long and long history | https://karpathy.ai/lexicap/0011-large.html#00:43:09.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of interactions with the world. | https://karpathy.ai/lexicap/0011-large.html#00:43:11.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it becomes a predictive model of the world | https://karpathy.ai/lexicap/0011-large.html#00:43:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | basically. | https://karpathy.ai/lexicap/0011-large.html#00:43:16.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And therefore also a compressor of the observations | https://karpathy.ai/lexicap/0011-large.html#00:43:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | of the world because whatever you can predict | https://karpathy.ai/lexicap/0011-large.html#00:43:22.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | you don't have to store extra. | https://karpathy.ai/lexicap/0011-large.html#00:43:25.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So compression is a side effect of prediction. | https://karpathy.ai/lexicap/0011-large.html#00:43:27.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And how does this recurrent network compress? | https://karpathy.ai/lexicap/0011-large.html#00:43:30.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Well, it's inventing little subprograms, little | https://karpathy.ai/lexicap/0011-large.html#00:43:33.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | subnetworks that stand for everything that | https://karpathy.ai/lexicap/0011-large.html#00:43:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | frequently appears in the environment like | https://karpathy.ai/lexicap/0011-large.html#00:43:39.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | bottles and microphones and faces, maybe lots of | https://karpathy.ai/lexicap/0011-large.html#00:43:42.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | faces in my environment so I'm learning to create | https://karpathy.ai/lexicap/0011-large.html#00:43:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | something like a prototype face and a new face | https://karpathy.ai/lexicap/0011-large.html#00:43:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | comes along and all I have to encode are the | https://karpathy.ai/lexicap/0011-large.html#00:43:52.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | deviations from the prototype. | https://karpathy.ai/lexicap/0011-large.html#00:43:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So it's compressing all the time the stuff that | https://karpathy.ai/lexicap/0011-large.html#00:43:56.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | frequently appears. | https://karpathy.ai/lexicap/0011-large.html#00:43:58.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | There's one thing that appears all the time that | https://karpathy.ai/lexicap/0011-large.html#00:44:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | is present all the time when the agent is | https://karpathy.ai/lexicap/0011-large.html#00:44:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | interacting with its environment which is the | https://karpathy.ai/lexicap/0011-large.html#00:44:07.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | agent itself. | https://karpathy.ai/lexicap/0011-large.html#00:44:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | But just for data compression reasons it is | https://karpathy.ai/lexicap/0011-large.html#00:44:12.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | extremely natural for this recurrent network to | https://karpathy.ai/lexicap/0011-large.html#00:44:15.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | come up with little subnetworks that stand for | https://karpathy.ai/lexicap/0011-large.html#00:44:18.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the properties of the agents, the hand, the other | https://karpathy.ai/lexicap/0011-large.html#00:44:21.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | actuators and all the stuff that you need to | https://karpathy.ai/lexicap/0011-large.html#00:44:26.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | better encode the data which is influenced by | https://karpathy.ai/lexicap/0011-large.html#00:44:29.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the actions of the agent. | https://karpathy.ai/lexicap/0011-large.html#00:44:32.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So there just as a side effect of data compression | https://karpathy.ai/lexicap/0011-large.html#00:44:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | during problem solving you have internal self | https://karpathy.ai/lexicap/0011-large.html#00:44:39.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | models. | https://karpathy.ai/lexicap/0011-large.html#00:44:43.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Now you can use this model of the world to plan | https://karpathy.ai/lexicap/0011-large.html#00:44:45.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | your future and that's what we also have done | https://karpathy.ai/lexicap/0011-large.html#00:44:50.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | since 1990. | https://karpathy.ai/lexicap/0011-large.html#00:44:53.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | So the recurrent network which is the controller | https://karpathy.ai/lexicap/0011-large.html#00:44:54.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | which is trying to maximize reward can use this | https://karpathy.ai/lexicap/0011-large.html#00:44:57.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | model of the network of the world, this model | https://karpathy.ai/lexicap/0011-large.html#00:45:00.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | network of the world, this predictive model of | https://karpathy.ai/lexicap/0011-large.html#00:45:03.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | the world to plan ahead and say let's not do this | https://karpathy.ai/lexicap/0011-large.html#00:45:05.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | action sequence, let's do this action sequence | https://karpathy.ai/lexicap/0011-large.html#00:45:08.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | instead because it leads to more predicted | https://karpathy.ai/lexicap/0011-large.html#00:45:10.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | reward. | https://karpathy.ai/lexicap/0011-large.html#00:45:13.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | And whenever it is waking up these little | https://karpathy.ai/lexicap/0011-large.html#00:45:14.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | subnetworks that stand for itself then it is | https://karpathy.ai/lexicap/0011-large.html#00:45:17.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | thinking about itself and it is thinking about | https://karpathy.ai/lexicap/0011-large.html#00:45:20.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | itself and it is exploring mentally the | https://karpathy.ai/lexicap/0011-large.html#00:45:23.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | consequences of its own actions and now you tell | https://karpathy.ai/lexicap/0011-large.html#00:45:28.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | me what is still missing. | https://karpathy.ai/lexicap/0011-large.html#00:45:34.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | Missing the next, the gap to consciousness. | https://karpathy.ai/lexicap/0011-large.html#00:45:36.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | There isn't. | https://karpathy.ai/lexicap/0011-large.html#00:45:40.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | That's a really beautiful idea that if life is | https://karpathy.ai/lexicap/0011-large.html#00:45:41.040 |
Juergen Schmidhuber: Godel Machines, Meta-Learning, and LSTMs | Lex Fridman Podcast #11 | a collection of data and life is a process of | https://karpathy.ai/lexicap/0011-large.html#00:45:45.040 |
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