Lately I have been so interested in machine learning and I have reading and watching videos and trying to do some things in python. I am truly inspired to keep learning after watching this video. Thank you very much.
The most valuable aspect of human beings (and beings in general) is their capacity for esthetic experiences, things such as sensations, feelings, moods, states, thoughts, desires, dreams, etc (some would add "personality" to these examples, while others would *call* them "personality"). Very soon this will become obvious for us precisely because whenever one of us would try to pride him/herself with his intelligence or memory there will be an artificial intelligence that would crush that into insignificance. Also, we will increasingly delegate decision making and action to Ai's and robots: seeking a partner (Tinder), choosing what book to read (Kindle), deciding what to buy (Amazon), deciding what to eat, when to do medical exams, what music to listen to, what route to take to a destination, driving, etc etc. We will increasingly offload intelligence to Ai because our needs will be intelligently satisfied to a vastly much greater degree than using our petty intelligence. Not to mention political and economic governance, resource distribution, waste management and maintaining ecological harmony (but these types of individuals - the "leaders" (politicians, captains of industry) - will fight a holy war before renouncing their perks and power). Nonetheless, we'll all be forced to search for other aspects to pride ourselves with. I suspect that our satisfaction in calling ourselves "intelligent beings" will be replaced by other things, those i mentioned earlier. I don't have a problem subjecting myself to the decisions of intelligent and knowledgeable individuals as long as they don't prove themselves having egocentric private interests (the philosopher king should be the poorest among its subjects, disinterested in power and wealth - so this excludes today's politicians and CEOs). But in the same time i know that i have something sacred that cannot be made insignificant by anyone: my personality, feelings, thoughts, dreams, etc. Nietzsche said "Existence only ever justifies itself as an esthetic endeavour". Well, AI and AGI don't have such an experience (at least not in the foreseeable future).
@@raresmircea Well put. We are safe from irrelevance because of the value of sharing our subjective experiences. Until at least the hard problem of consciousness is solved!
Tyler Knight "value of sharing our subjective experience" and "the hard problem of consciousness", here’s something interesting that has to do with both. There is a pair of siamese twins, two happy 14 year old girls, that are conjoined at the head, just not in any ol’ way but at the level of the thalamus. This is important because they appear to have access to one-another’s conscious contents. Doctors and journalists have put them to test by blindfolding one of them and asking what the other one is doing and feeling (while they touched her in various places). Not only that but each one has access to the other’s sight! The incredibly sad part is that the parents won’t agree to let the girls be tested by scientists. They would be of immense importance to our scientific, philosophic and cultural development. They would enter history. Even so, thanks to them we have reason to believe that one very weird concept talked about in science and philosophy could be an achievable thing: "inter-thalamic bridges", said to be a thing that would one day be able to give us access to one-another’s conscious minds. The twins have irreversible natural biologic inter-thalamic bridges, but advancements in optometry and other techniques might one day give us reversible artificial ITBs. If it’s in 100, 200 or 1000 years, it’s the mere possibility that counts for us here and now. "Mind-melds" would drastically change the human way of life. Some scientists even say that we could mind-meld with apes, dogs and dolphins and have access into their souls, see if they’re there, probably even convincing us to take them as equal subjects of moral consideration. Here’s a few passages from philosopher David Pearce’s answer to how the year 3000 will look like (there are a couple of lines about thalamic bridges) - medium.com/@rares_mircea_82/passages-from-david-pearces-answer-to-the-question-how-will-the-year-3000-look-like-c83a3dd78b8d
@@raresmircea Wow that is very interesting. Definitely strikes me as more of a flying-car sci-fi possibility than something in the discussable future. But I see the connection. When it comes to automation, human irrelevance after the invention of super intelligence could be avoided by super augmentation. In the present day however, the machines are not so smart now to justify such invasive integration. I think David's work on explainable AI could take research in Human Computer Interaction to a whole new level by getting networks to communicate experience with us through modalities that structurally share meaning (i.e. language, visualization), and importantly, don't require surgery. Thank you, David, for giving GANs a small voice in this conversation. #JusticeForGANs
maybe it's cuz when neuron performs a function and then those 20 neurons are erased, it has more space to perform the various function better. Like how workers can't work efficiently in cluster areas. maybe some breathing room is required and then other workers just take on the job, making the work to be even cheaper to produce while performing it (in this case, faster). But cut away too much and you just have massive cell death. So the second question will be is what's the sweet spot?
"Imagine an image that you haven't seen that looks like one of these images." And, success!! Yep. I, for one ... (Really, I do. Bring on the Singularity, soft-spoken genius. Go, go, go!,!!,!!!!) Moreover, the "imagination" wasn't the point. Yep. ENABLE THE SINGULARITY!
@@DaveWhoa yes but in case of neural network we don't know HOW it works / what exactly it did from A -to-> B. that's the point. its like "you just boiling a soup" but do you know exactly what chemistry and how did work to make it tasty? same with neural networks... or bio hacking... this dudes just DO, they CAN do it but they DON'T know how it works. that is the reason why this dude in video talks about exploring all this stuff of how it works
@@platonp1436 but unlike in a human brain, in an artificial neural network we can trace/log EVERY single thing that happens. This is why i'm struggling to understand why we can't understand what's going on in the middle, when we wrote and understand each line of code, and can intercept the result from every single calculation?
@@DaveWhoa i think it IS possible to trace and log every action but the problem hidden in neural network training process that is i assume consist of billions of actions and bits of information (not literally bits but billions of images/souds etc) and WE as humans are unable to see logic in all that mess... its like watching on billion of stars in endless space - we do see them but we see no logic until we analyze this information for decades. learning ONE single neural network may take same efforts as learning whole astrophysics from start... or not. who knows. nnets are not discovered from inside yet. that's the point )
Do the so-called lobotomy improve the network in all cases? Does it only work in some instances? How is this different from a Dropout layer in the neural network?
I think there's an opportunity cost. After a threshold, the more massive the damage the less the repair growth. I think this because I assume that's how brains function.
I was think about something the other day, "like coding humans" type stuff. What can to mind type stuff, was when numbers equal colors and shades of text. Like windows paint basically, but using numbers or digits to remeber or code colors. like what number in 15,000's hindred would make blue, can you see in your head. if you think if innosonifigant i want to refer you to the Lisa woo, chart.. it use it coloros and graphics, as medical reference for pain, emotions and feelings... but guess what made that chart? color coding, by number and graphic design in the past ( maybe crayons too so to speak)
Noting the difference between causation and correlation is good although a consideration not applied anywhere nearly enough. Also, how humans work in by no means a mystery.
2:56 Understand AI logic first. That is really important. If we still blindly 'using' AI, not only the helm is not ours, the ship of human civilization will be draged into AI's powful wirl. THE PROBLEM NOW of the world is, not too many AI growners now in tech companies are careful and rational like him.
@@rafasemueve-pr Hispanics are mostly In "Certificate Programs" in Real Estate programs & "Leadership Development"---Very very few are in real hardcore science & engineering degree/masters/doctoral courses which are the foundation courses of MIT.
CQB RAPTOR History! USA was built by people from UK and Germany, which were the founders of industry and capitalism. Just plain lucky moment... but I agree USA had a kind of good management to preserve the assets inherited from both.
Another change in society I here Puerto Rico Fidelity for example what is affection like few real relatives that I have I have lost it or with individuals like having a partner and that has been destroyed it has lost the respects that mistreat or trample on One better to say this here has become a terrible tyranny that implies all the other bad or suffered all 90 of the situations 2 also talents has died because of piracy as in movies music, Number 3 the relatives in wait for me in my case the relatives who are the bad ones in themselves have rebelled against one isten to be part of the problem the walking situation or intruder or any treacherous that comes to make of theirs even the same family continues to infringe on one's freedom and this if it is due to denounce the sieve make a law or an authority mechanism of Asperger people who work for the good and for the safety of other people with Asperger who suffers from bullyi ng and mistreatment and abuse of the same family members as in my case 4 computational paradigms are used in cars here in Latin America to focus on the other driver from the opposite lane and crossed causing catastrophic accidents such as 8 than from one opposite lane another also to fabricate case as for the other person to put the signal to pass the lane and this subject accelerates the engine so that the other person imposes on the other person in an accident by being oneself and must also take some controls and some restrictions or rigorous controls against the bad or for him the security of oneself or of the innocent human being-
![Hopfield network: How are memories stored in neural networks? [Nobel Prize in Physics 2024] #SoME2](http://i.ytimg.com/vi/piF6D6CQxUw/mqdefault.jpg)
![Hopfield network: How are memories stored in neural networks? [Nobel Prize in Physics 2024] #SoME2](/img/tr.png)
That's the kind of content we need to see more on TH-cam. Thanks guys!
MIT geeks are the best type of geeks
Lately I have been so interested in machine learning and I have reading and watching videos and trying to do some things in python. I am truly inspired to keep learning after watching this video. Thank you very much.
God I am so stupid. I wish a lot of success to all these brains, amazing job!
The most valuable aspect of human beings (and beings in general) is their capacity for esthetic experiences, things such as sensations, feelings, moods, states, thoughts, desires, dreams, etc (some would add "personality" to these examples, while others would *call* them "personality"). Very soon this will become obvious for us precisely because whenever one of us would try to pride him/herself with his intelligence or memory there will be an artificial intelligence that would crush that into insignificance. Also, we will increasingly delegate decision making and action to Ai's and robots: seeking a partner (Tinder), choosing what book to read (Kindle), deciding what to buy (Amazon), deciding what to eat, when to do medical exams, what music to listen to, what route to take to a destination, driving, etc etc. We will increasingly offload intelligence to Ai because our needs will be intelligently satisfied to a vastly much greater degree than using our petty intelligence. Not to mention political and economic governance, resource distribution, waste management and maintaining ecological harmony (but these types of individuals - the "leaders" (politicians, captains of industry) - will fight a holy war before renouncing their perks and power). Nonetheless, we'll all be forced to search for other aspects to pride ourselves with. I suspect that our satisfaction in calling ourselves "intelligent beings" will be replaced by other things, those i mentioned earlier.
I don't have a problem subjecting myself to the decisions of intelligent and knowledgeable individuals as long as they don't prove themselves having egocentric private interests (the philosopher king should be the poorest among its subjects, disinterested in power and wealth - so this excludes today's politicians and CEOs). But in the same time i know that i have something sacred that cannot be made insignificant by anyone: my personality, feelings, thoughts, dreams, etc. Nietzsche said "Existence only ever justifies itself as an esthetic endeavour". Well, AI and AGI don't have such an experience (at least not in the foreseeable future).
@@Skulltruck08 that's true in my case. But I'm highly motivated now
@@raresmircea Well put. We are safe from irrelevance because of the value of sharing our subjective experiences. Until at least the hard problem of consciousness is solved!
Tyler Knight "value of sharing our subjective experience" and "the hard problem of consciousness", here’s something interesting that has to do with both. There is a pair of siamese twins, two happy 14 year old girls, that are conjoined at the head, just not in any ol’ way but at the level of the thalamus. This is important because they appear to have access to one-another’s conscious contents. Doctors and journalists have put them to test by blindfolding one of them and asking what the other one is doing and feeling (while they touched her in various places). Not only that but each one has access to the other’s sight! The incredibly sad part is that the parents won’t agree to let the girls be tested by scientists. They would be of immense importance to our scientific, philosophic and cultural development. They would enter history. Even so, thanks to them we have reason to believe that one very weird concept talked about in science and philosophy could be an achievable thing: "inter-thalamic bridges", said to be a thing that would one day be able to give us access to one-another’s conscious minds. The twins have irreversible natural biologic inter-thalamic bridges, but advancements in optometry and other techniques might one day give us reversible artificial ITBs. If it’s in 100, 200 or 1000 years, it’s the mere possibility that counts for us here and now. "Mind-melds" would drastically change the human way of life. Some scientists even say that we could mind-meld with apes, dogs and dolphins and have access into their souls, see if they’re there, probably even convincing us to take them as equal subjects of moral consideration. Here’s a few passages from philosopher David Pearce’s answer to how the year 3000 will look like (there are a couple of lines about thalamic bridges) - medium.com/@rares_mircea_82/passages-from-david-pearces-answer-to-the-question-how-will-the-year-3000-look-like-c83a3dd78b8d
@@raresmircea Wow that is very interesting. Definitely strikes me as more of a flying-car sci-fi possibility than something in the discussable future. But I see the connection. When it comes to automation, human irrelevance after the invention of super intelligence could be avoided by super augmentation. In the present day however, the machines are not so smart now to justify such invasive integration. I think David's work on explainable AI could take research in Human Computer Interaction to a whole new level by getting networks to communicate experience with us through modalities that structurally share meaning (i.e. language, visualization), and importantly, don't require surgery. Thank you, David, for giving GANs a small voice in this conversation. #JusticeForGANs
New series on Deep Learning for those who want to go deeper: th-cam.com/video/YulgDAaHBKw/w-d-xo.html
0:04 me when some one says neural networks are based on the human brain
WHATS THE NAME OF THE KEYBOARD SHOWN AT 1:26???? pls tell me
More of these please.
maybe it's cuz when neuron performs a function and then those 20 neurons are erased, it has more space to perform the various function better. Like how workers can't work efficiently in cluster areas. maybe some breathing room is required and then other workers just take on the job, making the work to be even cheaper to produce while performing it (in this case, faster). But cut away too much and you just have massive cell death. So the second question will be is what's the sweet spot?
I would live to find a job or a work club to get in to this kind of tech.
Why are these videos poorly viewed
Cheap people are least interested in expensive learning...
I watched it today. Never knew about them earlier.
"Imagine an image that you haven't seen that looks like one of these images."
And, success!!
Yep. I, for one ...
(Really, I do. Bring on the Singularity, soft-spoken genius. Go, go, go!,!!,!!!!)
Moreover, the "imagination" wasn't the point. Yep. ENABLE THE SINGULARITY!
I LOVE MIT !! :D !!!
Just amazing!
My dream is MIT yes just a dream
why can't we understand them if they're software that we've written?
that's basically the definition of what neural network is. when you do understand it it's just a program
@@platonp1436 but it IS "just a program" (software) that we've written? and we understand each line of code that we've written
@@DaveWhoa yes but in case of neural network we don't know HOW it works / what exactly it did from A -to-> B. that's the point. its like "you just boiling a soup" but do you know exactly what chemistry and how did work to make it tasty? same with neural networks... or bio hacking... this dudes just DO, they CAN do it but they DON'T know how it works. that is the reason why this dude in video talks about exploring all this stuff of how it works
@@platonp1436 but unlike in a human brain, in an artificial neural network we can trace/log EVERY single thing that happens. This is why i'm struggling to understand why we can't understand what's going on in the middle, when we wrote and understand each line of code, and can intercept the result from every single calculation?
@@DaveWhoa i think it IS possible to trace and log every action but the problem hidden in neural network training process that is i assume consist of billions of actions and bits of information (not literally bits but billions of images/souds etc) and WE as humans are unable to see logic in all that mess... its like watching on billion of stars in endless space - we do see them but we see no logic until we analyze this information for decades. learning ONE single neural network may take same efforts as learning whole astrophysics from start... or not. who knows. nnets are not discovered from inside yet. that's the point )
I don't understand anything 😓
It's coz u stupid.
HAIL THE A.I. OVERLORDS
WE FULLY SUBMIT TO YOUR COMMANDS
its not ai its just a sequence of matrices
@@ThunfischXXx THAT'S EXACTLY WHAT AN A.I. WOULD SAY
Do the so-called lobotomy improve the network in all cases? Does it only work in some instances? How is this different from a Dropout layer in the neural network?
I think there's an opportunity cost. After a threshold, the more massive the damage the less the repair growth. I think this because I assume that's how brains function.
MrMoose233 but it should only work when certain neurons are removed. If the wrong neurons are removed the network should decrease in performance.
sometime, money does grow on trees -- decision trees, but if you promote too many things, you'll scare the public away hahaha
If money grew on trees, it would be as valuable as leaves
Wow, brilliant!!
I'm confused
good documentation …….
Wow it's so cool....
I was think about something the other day, "like coding humans" type stuff. What can to mind type stuff, was when numbers equal colors and shades of text. Like windows paint basically, but using numbers or digits to remeber or code colors. like what number in 15,000's hindred would make blue, can you see in your head.
if you think if innosonifigant i want to refer you to the Lisa woo, chart.. it use it coloros and graphics, as medical reference for pain, emotions and feelings... but guess what made that chart? color coding, by number and graphic design in the past ( maybe crayons too so to speak)
i really want AI to take over the world. I myself will try my best to make one.
No firsts?
Hooooo my god this is what it feels like to be an adult???
True
Noting the difference between causation and correlation is good although a consideration not applied anywhere nearly enough. Also, how humans work in by no means a mystery.
*Bro u wanna a scholarship?*
project optimization :
drink apple juice
In 3 minutes? Hadi bakalim...
Hii
2:56 Understand AI logic first. That is really important. If we still blindly 'using' AI, not only the helm is not ours, the ship of human civilization will be draged into AI's powful wirl. THE PROBLEM NOW of the world is, not too many AI growners now in tech companies are careful and rational like him.
OMG. Skynet rise soon
Why i see so many Asian in MIT
TBB乡 AEGON because they study more, work more, drink less...
There are a lot of Hispanic people at MIT. Can confirm.
@@rafasemueve-pr Hispanics are mostly In "Certificate Programs" in Real Estate programs & "Leadership Development"---Very very few are in real hardcore science & engineering degree/masters/doctoral courses which are the foundation courses of MIT.
CQB RAPTOR History! USA was built by people from UK and Germany, which were the founders of industry and capitalism. Just plain lucky moment... but I agree USA had a kind of good management to preserve the assets inherited from both.
@@rittmeister3659 dude. I literally go to MIT and am hispanic and can tell you thats not true lol.
Another change in society I here Puerto Rico Fidelity for example what is affection like few real relatives that I have I have lost it or with individuals like having a partner and that has been destroyed it has lost the respects that mistreat or trample on One better to say this here has become a terrible tyranny that implies all the other bad or suffered all 90 of the situations 2 also talents has died because of piracy as in movies music, Number 3 the relatives in wait for me in my case the relatives who are the bad ones in themselves have rebelled against one isten to be part of the problem the walking situation or intruder or any treacherous that comes to make of theirs even the same family continues to infringe on one's freedom and this if it is due to denounce the sieve make a law or an authority mechanism of Asperger people who work for the good and for the safety of other people with Asperger who suffers from bullyi ng and mistreatment and abuse of the same family members as in my case 4 computational paradigms are used in cars here in Latin America to focus on the other driver from the opposite lane and crossed causing catastrophic accidents such as 8 than from one opposite lane another also to fabricate case as for the other person to put the signal to pass the lane and this subject accelerates the engine so that the other person imposes on the other person in an accident by being oneself and must also take some controls and some restrictions or rigorous controls against the bad or for him the security of oneself or of the innocent human being-
Who wants to be an Mit student ?? But he doesnt live in Us
🇺🇸
Suffering from panic disorder since 12yrs & it's kill me Everyday 😔😔😔
Hey me too
🄰mazing 🆆ork
🌌 ▭▬▬
First
Really dude 😂
.Relativity_Rocks! Yes, You are the first stupid person I have seen here.
no offence, but neural networks kind of seem like a bit of a meme