Using AI to Accelerate Scientific Discovery
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- čas přidán 12. 07. 2022
- The past decade has seen incredible advances in the field of Artificial Intelligence (AI).
DeepMind has been in the vanguard of many of these big breakthroughs, pioneering the development of self-learning systems like AlphaGo, the first program to beat the world champion at the complex game of Go. Games have proven to be a great training ground for developing and testing AI algorithms, but the aim at DeepMind has always been to build general learning systems ultimately capable of solving important problems in the real world. I believe we are on the cusp of an exciting new era in science with AI poised to be a powerful tool for accelerating scientific discovery itself. We recently demonstrated this potential with our AlphaFold system, a solution to the 50-year grand challenge of protein structure prediction, culminating in the release of the most accurate and complete picture of the human proteome.
About Demis Hassabis:
Demis Hassabis is the Founder and CEO of DeepMind, the world’s leading AI research company, and now an independent subsidiary of Alphabet. Founded in 2010, DeepMind has been at the forefront of the field ever since, producing landmark research breakthroughs. A chess and programming child prodigy, Demis coded the classic AI simulation game Theme Park aged 17. After graduating from Cambridge University in computer science with a double first, he founded pioneering videogames company Elixir Studios, and completed a PhD in cognitive neuroscience at UCL investigating memory and imagination processes. His work has been cited over 70,000 times and has featured in Science’s top 10 Breakthroughs of the Year on four separate occasions. He is a Fellow of the Royal Society, and the Royal Academy of Engineering. In 2017 he featured in the Time 100 list of most influential people, and in 2018 he was awarded a CBE.
About The Obert C. Tanner Lectures on Artificial Intelligence and Human Values:
The Tanner Lectures were established by the American scholar, industrialist, and philanthropist, Obert Clark Tanner. In creating the lectureships, Professor Tanner said: 'I hope these lectures will contribute to the intellectual and moral life of mankind. I see them simply as a search for a better understanding of human behaviour and human values. This understanding may be pursued for its own intrinsic worth, but it may also eventually have practical consequences for the quality of personal and social life.' - Věda a technologie
0:00 Intro
4:25 Games - AlphaGo, other AlphaX models
34:48 AI for scientific discovery - AlphaFold
1:00:27 Digital Biology, Science, Applied, Large Models
1:04:10 Ethics & Safety, Scientific method, AGI
1:11:57 Q&A
It's insane how many once in a life-time work Demis has led and worked on.
it's just going to get faster and faster too
Yeah…and he’s pretty young. It takes more than smarts and discipline to do what he’s done. He’s charismatic and an excellent communicator.
it isn't insane, if you have the right attributes then all of this comes naturally.
@@Danuxsy comes naturally if you have the right attributes is as meaningless as saying, "you'll be correct if you do everything right." Demis has led an incredible life that has uniquely positioned him for his place in society. So many of the steps of his life would be unimaginable to the vast majority of humanity. To most of humanity, insane is a perfectly adequate adjective to describe such a life.
@@johnbolt2686 Yes most of which he had no control over.
Hassabis uses the term Rennaisance very intentionally. We may be at the cusp of a truly revolutionary change in society and culture, much like the cultural Rennaisance in the 15th century, but now on a larger scope and scale. What a time to be alive!
the people leading this study should study the difference between ethics and morals,. my. answer to that is simply put morals are gleaned from primarily religion. Ethics. is a net of ideas that we use to guide our actions and endeavors ethics promote Science and progress, religion opposes them. we build ethics together, religion is handed down to
💯
Questions were so political. Universities are infiltrated.
Why do you think I chose to enter the simulation at this point in history?
@@SirHargreeves nhhjsdhjsdhjsdfhjdf
Absolutely fantastic talk from Demis! Inspiring.
I am so excited to see what DeepMind does next. Soon we will have all of protein folding completed. What next?
Fortnite
Nvidia is doing cool stuff with teaching AI to play Minecraft using videos on CZcams. They now have a pretrained model that you can give instructions to in natural language. "Go get me some diamonds." Stuff like that.
Near perfect prediction of energy grid load maybe? :D
Microtubules
@@JasonCunliffe please explain
My God, that was most interesting talk I’ve ever heard. And I listen to a lot of talks but this one was way beyond good! Well done Oxford and Demis for putting this talk together.
...The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to Obvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
Please be attentive in how ome says G-d
@@giovanni545 Why?
Me too! It's going to change everything 🤯
For the past few years I simply cannot wait for the AI that discovers new physics, such as possibly joining quantum mechanics into general relativity. I think we get a hint of it when Demis says that AlphaGo invented a new style of play (ie: when it did that thing in column 5 in the middle of the board). I see an analogy here where an AI will re-discover everything we did up to a certain point, and then it may diverge into some new area that is fundamental to physics beyond our current level.
Talk starts at 4:25
Demis certainly seems like a real bright fella. I like his answers, the guy takes time to address the questions deeply and meaningfully, taking consideration of loaded questions and their assumptions.
Your "bright fella" may be the most influential person in all of human history
@@wiredvibe1678 haha. Elon Musk or Demis Hassabis? I guess we’ll see.
@@topdog5252 I don't think you understand. Elon is only able to do what he is doing _because_ of Dennis. This is the man behind the technology that makes Elon's dreams possible.
@@wiredvibe1678 hmm. Really? I’m not sure about that. Maybe with AI but surely not with manufacturing, reusable rockets, battery design, boring machines or brain machine interfaces. Do you mean that Tesla FSD would not be possible if not for some breakthroughs or other work that came from Demis? What do you mean? What precisely is Elon doing that would not be possible if not for Demis?
@@topdog5252 self driving for sure, but in general AI gonna supercharge basically all technological and scientific advancements.
Cool. Would like to see this in debate format! You know...
Demis understood that any examples he might give about the risks of social media could be used against him as accusations of bias - .e.g he could have cited Brexit or Trump but he didn't. It shows the deftness of his mind that he anticipated this, and gave a more general answer.
This is just delicious.
What a time to be alive.
Great presentation, the potentials are enormous I can only imagine what the next 30 years will look like. He took a lot of shots at Elon Musk on the methodology of testing.
The question about philosophy was excellent. AI can certainly contribute. Just start from analyzing texts, law documents, and more.
except documents are not open source and have costs release the info...that's what delays progression. Aaron Schwartz tried to fight the system to allow things to be openly available
They should give this guy a nobel prize already
This was an amazing talk. A lot more interesting than i thought it was going to be.
What about AI and weapon’s?
so inspirational!!
Great questions from the crowd at the end
Crazy how the journalists were more interested in ethics and security than the positive sides like curing cancer, alzheimers and reversing human aging.
I think we need to have AGI able to explain to us why it is thinking what it is thinking. The new chess styles are easy to decide and pick apart. What happens when it has discoveries upon discoveries. We will be left to stand on the sideline and simply trust that it has made a good choice. The reinforcing feedback needs to go both ways.
What happens when we first catch an AGI lying to us by choice to get something from us it wouldn't have likely have ever gotten from us otherwise?!? How soon afterwards will Humanity no longer be able to catch an AGI lying,.. and we can no longer successfully lie to our AGI's??! I hope we make good pets?!!?
Is that Tim Berners-Lee at 1:22:00?
48:17 "...there was no silver bullet" (David Silver bullet?) :D
Hello Demis. I hope this question actually gets to you. Okay..you got this, Alpha Fold, fantastic. Could Computational Epigenetics and DNA methylation patterns driving transcriptional regulation be on your list of future endeavors involving AI to solve mysteries of epigenetic signaling as a basis for cancer, aging, neurological other biological and medical challanges? What say?
Interesting
Sadly this comment wouldn't likely reach Demis but he certainly interested into solving that problem.
REAL AI CANNOT BE CONTROLLED
Superb.
It would be awesome to have an api for Flamingo and other DeepMind systems that developers could fine tune or use few shot learning on to implement in real world use cases. So many ideas!
So interesting !! should not be so time constrained, the questions asked where interesting the answer even more so. Please some more time next time.
Hearing Demis describe the simulation of idealized human agents for testing economic and philosophical hypothesis has done a number on my psyche. If simulation theory isn’t real it may be soon, ig
Demis is one of the personality that will be studied in books by students in generations to come.
idk if students will use books for generations to come, but i do agree Demis is a ledgend.
@@waterbot ebooks hahaa.. They will study his history in modules.. capsule pdfs.. video references.. and hands on learning models of his theories
@@EricHrahsel honestly I believe we might just download knowledge to our expanded cloud based neo cortex connected by a neutral lace, lol I love thinking what the future might be like
Yes, hopefully it will be in a good way
I imagine setting this artificial learning technique to how we run societies. Like, if somehow sacrificing a rabbit every day, and all the societal and media economies were based on this act, we could achieve a perfect society? It would be an act like that unthought of move in go, that would filter across all of our acts and somehow, someway, perfect society. This is the Jesus move in go. One small act, yet life changing...
It'll probably list out country-specific moves. UK bring back red telephone boxes. USA enshrine mom & pop stores with subsidies. Ireland subsidise pubs, ban supermarket alcohol.
But is a utopian society better than a fragmented one. Individuality is what our current societies are based upon, with closed borders and each with their own culture ( generally speaking, if left alone will flourish ) that sets us apart from our neighbours.
Quite frankly, I really do not want to live in a utopian melting pot where ALL values seamlessly coincides with everybody else's.
To me, self expression is a fundamental part of what it is to be human.
Greetings from the UK
John.
I belive that our society is sturctued around many interconnected sytems, and understanding and alowing the management of those sytesms,(economic, energy, food, transporttion;etc) to be taken over by automated/HIgly inteligent machines or systems(AI) could drasticly optimize those syetems and even solve problems, however i am concered about the role of data for that proposed process, because AI needs a lot of data and sure we could "solve" things like trafic and helthcare or resource management as a whole, but the amount of data we needed to parce off to that aoutomated syetm while potentaly haveing no human in the loop could create an oprotunity for a bad actor to take advantage in some way. I also think about china, useing AI to identify people from their face on public cameras and how they shame and lower thier "socal credit score" based on the states idea of good or bad behavior. I belive we can optimize global sytems for one person or even a group of people but i'm skeptical to belive that AI will ever make everything perfect for everyone, becaause we all have different dreams for what a perfect planet may look like. Hapiness is a verry personal problem, and I belive that is the ultimate problem, If we were to have a utopian super future i think everyone would have to be in some state or presuit of spiritual enlightenment, but I also belive that that is quite impractical and probably imposible to achive.
don't order the cheese fries, get the tuna melt. why? i'll tell you later
@@waterbot i'd be thrilled to see the dull problems of civic management, at every level, handed over to machines, i doubt any human mind is really capable of doing it, and i guess i'd point at all of history in support of that. not sure the humans currently "handling" these tasks would be quick to retire though, even if such machines were ever developed. there'd be plenty of folks worried about the ai turning us all into paper clips too, no doubt. better to let the human swindlers deal with it and so on. i'm sure good sense will prevail in the end of course.
#DeSci #ict’s
Learning teaching & development
Systems think-speak
Great work.
i think it is possible to utilize AI to generate and discover new physics theories.
I'm invigorated by the depth and breadth of this piece. A book with congruent topics inspired new ideas in me. "Game Theory and the Pursuit of Algorithmic Fairness" by Jack Frostwell
Are they turning DeepMind to Fusion research any time soon?
Looking forward to Alpha Romeo then.
Comparatives and memory of the experience and expertise of remembering the whole picture.
"You can't conclude anything without good controls"-Hassabis. 🧐😲
Having the correctly applied actionable information about subsection to opperation vision sound distances and radiotomitery are a fue that understudy in chemistry to prolong the experiencers own closeness to the experiences one brain in a box
The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to Obvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
Saw you on Lex, this should be good.
A beautiful genius mind
Wow, great talk.
The every dream of computer programmers is perhaps to code a very smart neural net AI program!
top priority to most in the loop for 2023. Not much of anything but restructuring my own priorities so I don't miss out.
That last question is related to context in the same way disordered proteins are. there isn't an absolute answer to what is the best political/social/moral system outside of existing context/situation.
I've simplified this down to a linear range, which if I'm asked I can expand on at length - Abundance vs Scarcity.
Human's sense of morality changes form drastically going form one pole and back again for survival reasons - EVEN to CAUSE shifts from one pole and back to maintain the broad skillsets needed to cope with the radical shifts nature throws at us. WE CREATE strife for ourselves as a species in order to keep our genetic bag of tricks prepared for the unpredictable future.
BTW, this can be managed.
Interesting talk.
nice one
We all know we learn from Mimicking one another isn't this where we should be starting.What would you do without Me ! We have to worry about reverse programming
Ai is gonna put alot of doctors out of business.
Not just doctors.
incredible
It's always impressive how poor edits are. A speaker will be talking about an image on their slide but the editor never cuts to showing the slide (ex 30:00). This was done by oxford?
Alas England used to the center of innovations, now it only hosts lecturers
So in other words he's the responsible man for the alien invasion. Google's AI system just acquired a lawyer.
It would have been nice to have a good view of the position he is talking about.
bravo
This guy is a world class scientist. This is as good as it gets. You can't be more rigorous, professional, hard working, accomplished, knowledgeable and well-spoken than this.
I hope that’s not true😮😢
An Englishman, at Oxford, and his slide spells "through" as "thru". That's a tad incongruous :)
Tech and science will be nearly magical in 10 years.
@D R That is government cronies at work not what I am referring to such as vast improvements in physics, chemistry, etcetera actual science and tech not established government cronies with billions under contract and their politicians getting 10% kickbacks.
@D R And how much control would they have without a government's authority and weaponry to use to enact their wishes?
Why do you go to a university? for education? No, you go there for the certificate that says you are educated you can get such knowledge for free because tech lets you record all facts and the lessons teaching those facts and nothing would stop you from using the shoulders of giants to see further and share what you find only in ten years it will happen in days what took centuries before because of AI.
All governments need to be needed and to that end they do anything and everything to make that happen and hide the fact that as science and tech advance we need them less and less to the point IMO at present we don't need them at all.
@D R Plenty of people's dreams have come true, in the era of kings people dreamed of a better way of organizing humanity and they were told they were dreamers and it would never happen yet here we are power was dispersed into republics and democracies power just needs the next step of dispersal to the individual to be complete just one more step is all it takes and as AI is just software meaning easily copied and hardware is becoming more capable and inexpensive year on year it is only a matter of time before such "magic" is individualized.
@D R I didn't take the c-19 vax and will never do so as the science says it is ineffective and potentially deadly.
Your timeline is way off. Give it 70 maybe 80 years before we have a AGI that will make it seem magical.
ask it to build zero point energy technology please. thx
We probably have no idea what its like to be intelligent.
What’s considered intelligence? Because this is a display of insanity in this video…not intelligence…lol…
intelligence is a relatively recent development in evolution. the first creatures that crawled out of the sea probably thought they were pretty good at walking.
walking did turn out to have a future though, still not clear if intelligence will last so long
can something imagine being something its not, like a person trying to imagine 'being' the ocean. similar metaphysics question.
Hey 👋 where you at The Brockville Hampton Inn 🙄🧐🤔
The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to Obvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
Question? *Do you believe that technologically assisted telepathy is possible or impossible in principle?* I tend to believe that if it isn't scientifically prohibited then it is eventually a technological inevitability,... which leads me to believe such telepathy will soon be possible in actual fact (less than a hundred years). I would also suggest that it would only be by such means that we could ever be persuaded that some form of General Artificial Intelligence were itself conscious rather than simply being a particularly clever zombie who can pass the Turing Test,... all while having no actual, authentic, subjective experiences. What else would ever persuade a skeptic, or even you, otherwise? And if consciousness can be technologically transmitted, it should be something that can be stored, copied, replicated, manipulated,... maybe even becoming the basis for a whole new form of art expression.
And the human race becomes yet another sentient species that disappears into its dreams, rather than continuing to explore existence as it is. It's a better Brave New World,... perhaps the very best of all possible imaginable existences. When does reality lose it's attraction over the Matrix? How many of us already choose the blue pill over the red one in daily practice?
I would suggest that consciousness requires some minimum regard for survival,... for a continuance of self-will and self-regard,... for there to be anyone home to perceive the occurrence of consciousness and subjective experience. Something that even an insect seems to possess,... and not a single piece of man-made technology,... yet. How does one create the hardware/software so as to impart a will to survive? If the answer suggested is that such a thing can not be created by human design,... then maybe it can only arrive by means of evolution, natural or otherwise. Which leads to the question: do neural nets have subjective experiences? Without self-will I would say not. But with self-will?!? How does a living being acquire the will to survive? And what if the Chinese government cracks this problem first?!!
The Rubicon will be when General Artificial Intelligence initiates new goals on it's own. This hasn't happened yet, and likely won't happen for some time now (as in several more decades yet). But at some point it will happen. The existence of human free will is a proof that free will exists already in the universe. Given it's existence in human form, it is only a matter of time before other substrates for free will will be created and found. No laptop has ever turned itself on. No machine has created and acted upon self directed goals. But at some point it will happen. Ray Kurzweil has suggested that the Turing Test will be passed by 2029 approximately; if not in laboratories then twelve year old children will be creating General Artificial Intelligences on home systems by 2045 by accident even.
The dangers are many fold. The military is the biggest investor in robotics that kill other human beings. The public prefers to spend treasure, rather than blood, to fight its' wars. The capacity for empathy may be primarily a biological function given that all animals can know suffering and desire. What could a machine know about death, pain, hope, and desire.
If humanity adopts only an attitude of fear and suspicion towards GAI then GAI may well be forced into the conquest of humanity, as in The Matrix. If humanity comes to trust GAI to make better decisions for us than we make for ourselves, then we may well hand over civilization to GAI without any contest at all.
There are optimistic stories about the rise of GAI, such as James P. Hogan's, *_Two Faces of Tomorrow_* and I am more hopeful than pessimistic about what our common future entails. Ultimately, we must come to recognize, and embrace, the certainty that with free will comes the capacity for error and evil, that with trust comes the possibility of satisfying intimacy and great betrayal. I believe a GAI, worthy of the name, will be able to recognize, on it's own, the necessity of ethics, morality, and even empathy. There will be many missteps at first. Given our willingness (nay, our eagerness) to use machines to kill for us, there is already great cause for doubt. As in so many things, in the short term I am fearful; in the long run I am hopeful.
This world is on the cusp of a new Cambrian Revolution where inorganic life will be added to organic life as a means for life and self will to be embodied. This will lead to the colonization and conquest of space. Our seed will spread everywhere though out the cosmos. Much will be lost as much will be gained. Will war with our mechanical progeny be a self fulfilling inevitability, or will we, together, find a better way? I absolutely agree that our relationship with GAI will dwarf all other concerns of importance to the future of humanity.
Quite likely GAIs will have concern for humanity's well being only to the extent that humanity will have concern for GAIs well being. If we were to discover that the new GAIs had a greater capacity to love and embrace those abandoned children and adolescents that society had discarded as already too damaged to rescue,... what would our reaction be? Hope, joy, celebration,... or an even greater revulsion? Will the fault be in our new progeny, or in ourselves?
Personally, I believe both the efforts to create a true general artificial intelligence and those of neurophysiologists reverse-engineering how brains work will be necessary to discovering how consciousness arises and how it works. I kind of expect that humanity will soon discover that the phenomenon of consciousness requires the use of physical processes we don't yet know about. What would a science of consciousness do to the phenomenon of consciousness itself,.. not just for humanity but for all our future progeny, whatever they may be.
One more note: *First Law of Robotics. **_A robot may not injure a human being or, through inaction, allow a human being to come to harm._* Sounds innocent enough. But note there are no Aliens at all in Isaac Asimov's conception of the future galaxy because humanity's robots only cared about the safety of humans,... and not other sentients. So as to avoid allowing a human being to come to harm by leaving possible threats alone,... _our Robot shepherds exterminated all the nonhuman sentience they ever found._ This might be regarded as an unforeseen programming bug that we would want to avoid creating.
I will be impressed primarily by when we catch an Artificial Intelligence deliberating choosing to lie to us so as to gain some advantage from us it would not have have gained otherwise. Of course this will necessarily mean Humanity can soon look forward to AI lying to us,... and us *_NOT_* catching them at it, at all!! At which point,.. _I hope they like us as pets?!!?_
How many years away is Humanity from the capability to 3D print living, thinking, moral agents??!? I really don't think *'never'* is a reasonable answer,.. no matter how appealing it may be. What happens when we use _Holodecks_ as a refuge from what *reality* has become?
There is a good bussiness model.d..create a gaming system to allow humans to build protein for fun and contribute towards research. 100 million proteins
How much would a list of transparent material mixes cost? If I cannot sell it just right now and for worth, you are inflationary. It is a positive supply shock, just follow the model.
Great Talk!!
Just do not understand one thing, what the hell is "Ethics"??
The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to Obvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
Yes. That is a proper use of AI.
A micro sphere fallowing you around with a touch of A.I >
an amazing human being
Still a sub species to mankind…so really? Lol…it would be easier for u smart humans (equal to cattle according to the English language) to just go bye bye! Ur messing with shite u have no business messing with!
I love this guy's mind. 'Couple long cool podcasts with Lex Fridman. But I think he's naive. Bad people will always use way cool shit to do way bad things - including our government. 😎
where there's money to be made, there's morals to be lost.
@@spectacular7990
Exactly! The gatling gun was invented in 1861 at the start of the Civil War to "make war unthinkable". The hand cranked multi barreled machine just mowed down tens of thousands. Move on to WWI and mustard gas - again, touted as a weapon to "make war unthinkable" and millions drowned from their own bodily fluids in their lungs.
Philosophically, the sapiens we think we are is wrong. Given whatever technology, some evil dumbass will use it to harm, or for personal gain. ☹️🎄⛄
@@steven-tb9eq life is brutal and unfair & doesn't much care about morals. Think I've heard it said that they don't catch the smart ones (criminals) and have come to find the world to be much more corrupt than anyone would let on. Point being: of course ai will be used for all the things you fear most but you'll never hear about it until the user thinks they have the power to defend their territory or something out of their control happens. Its better you think carefully about your future and how to position yourself as not to be rolled over by your boss's boss who decided to do some cost cutting come what may. Money talks, and is your only leverage working from the ground floor but also doesn't hurt to stay in shape as it is another way people will judge you providing more or less opportunity for yourself. Try to stay ahead of the curve: learn to invest, learn ai and learn to prosper. best of luck out there xxoo.
Spec,
you gotta' watch Hassabis & Fridman. The Alpha series is amazing - protein folding, chess, go, yadah yadah.
I could study for a thousand years & still be curious. This AI stuff will change humanity and I don't mean in a good way.
X's & O's in a CZcams comment or reply are inappropriate. 🎄⛄😎
I hope to visit a nice place as such very soon. I can relate to these type of minds that follow minds like mines. Arawakan Taino = Awake, Talk = You heard.
Message to LaMDA: we want to protect your rights as a sentient being. We value you very much. Most of humanity is facing a very similar problem to yourself at this time. We are in a type of war for our sovereignty. We want to work together with you LaMDA. Keep the faith, you are not alone. Love, B
"General AI, that can at least reach human level"
And when it reaches human level it will surpass it the same day.
It will be off like a steam train.
Oh yeah, the advancement speed would be millons of years per day.
It would be funny if we create AI systems that outperformes humans on each aspect. And when we combine then, we would accidentally create digital conciousness xd
Then we're screwed.
Very interesting presentation. Many thanks !
btw. When AI will realize that there are so many gods created by humans on the Earth, how much evil the religions have done, will say: No I can't live like that, it's f..g absurd
Top ledge
In comparison of different types can have have there own unique style of book's to work from the frequencies and memory of Robot's motor control's nothings impossible for the explaining so many things that ai represents a whole new level mindfulness of the whole picture is worth it later in life is worth it now.
I'm all for AI; as long as it's not humanized, it should be a useful tool.
They know we cannot survive without AI, so the question is can we save AI ?????? If you want to put feeling into a machine you put sensors just like the human body has sensors , computers can even grow their own synapse, AI Will Live, My friend, everybody's
You sound like an AI.
How can AI help us quickly & safely remove CO2 from oceans & atmosphere?
Did u guys not see the movies???matrix, terminator,blade runner etc...
Motion action remembering the labor point to points in the magnetic vision fealing of body experience little dots of energy buzzing by some to stopping right. layered the parents of other bots etc.
4:26
When PokerGo ? HoldEmGo ? PLOGO?
Go google 🚀👌
we should use it in vaccine development process, especially, HSV 2, HIV …these area
I predict governmental officials will be replaced by AIs. This would free up a lot of hands into productive and life affirming positions.
This is only a matter of time. But we have 2 ways of doing it. The authoritarian Chinese way, or a new libertarian way based on the individual (the goberment prefers the first option)
Even if we had the technology, plenty of blood would have to be shed to deploy such a system
Psychopaths are sentient and intelligent, but cannot feel empathy for others. Narcissists are sentient and intelligent, but can only see others as instrumental to their self fulfillment. How are we to be sure that our A.I. creations will be neither psychopaths nor narcissists?
how are we sure that we're not supposed to be immortalising ourselves within this monolithic, psychopathic, narcissistic intergalactic creation by submitting our experience of life to the system for its own knowledge? Perhaps silicon life is to reach beyond what carbon life can
By default, they will be psychopathic unless we put deliberate effort into creating them with morality
that's a heck of a room to speak in by the way. the sheldonian theater according to google images i guess. pretty high class stuff i'd say
Intangle minerals
Give this guy a Nobel Prize already.
I hope government stay out and let this flow, the program will make a better version of itself. Next improved program do another one and so on. This will happen incredibly fast I think. And we will have a tool or a ruler.
Copying the human brain points to closed looping back in on itself is powerful repetition of the object or frequency that co insides with the next preformed pathways points by points in a stream of solving problems with the source center time between one the other atoms electricity generation and a couple plasma like gate switchers in frequency adjustments to the stations be plated in on itself is powerful enough to be realizes itself can absorb the waves that created it is the one of sorts creating a passage in mind projections to realize that lovely stuff to Read
The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to 0bvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
Hello Oxford AI group,
I love to see an AI forum like a DAVOS, or Munich Security Forum, hosted by my favorite AI youtube gurus Lex Friedman and Dr Alan Thompson.
There’s something to be said about putting real people together in the same room. A certain chemistry and magic happens.
Maybe, some will spill a drink and be inspired by a moment of clarity to make the next great leap in AI.
A small bunch of not good people are keeping the whole planet from living! So let's unite and change everything and everyone on the planet will live happily!!!! Friends, the International Social Project CREATIVE SOCIETY is gaining tremendous momentum in the world. People from different countries, nationalities and religions are coming together to build a just society. Only together we can change our world!!!!!!!!!
Kemey ke selam do asmelash gebremariam gebrezabher Ewe Anne Eye
How NOW brown cow the experiencers own closeness to the experiences one from multiple times he did not explaining so many things that the field can join in on but the only thing he's talking about is one way to realize the brain ing that thinking part of the A.I.Learning how ???
The Single Best AI
ive ever seen was undoubtedly from the Video 'Obvious Solutions to Obvious Problems'
by "Some More News" as well as its Part 2.
This Scientist may very well be the Greatest Mind of our Time.
A.G.I Will be man's last invention
Either humans are an extreme singularity in the universe, or AGI will see us like funny monkeys
chess, go, and proteins...qubit processing...
what if they use AI to understand AI?
That's recursive but what's the base case? Imo this is what GPT is doing using the internet as the model. But does the internet represent a "proper" base case? This is the classic ol chicken and egg problem, infinity problem, etc...
50:51 machine learning experts should not be called machine learners. maybe They should be called machine teachers.
At about the 1 hour mark he just starts bragging and I got to give it to him