Artificial Intelligence, the History and Future - with Chris Bishop

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Chris Bishop discusses the progress and opportunities of artificial intelligence research.
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The last five years have witnessed a dramatic resurgence of excitement in the goal of creating intelligent machines. Technology companies are now investing billions of dollars in this field, new research laboratories are springing up around the globe, and competition for talent has become intense. In this Discourse Chris Bishop describes some of the recent technology breakthroughs which underpin this enthusiasm, and explores some of the many exciting opportunities which artificial intelligence offers.
Chris Bishop is the Laboratory Director at Microsoft Research Cambridge and is a professor of computer science at the University of Edinburgh. He has extensive expertise in artificial intelligence and machine learning.
This Discourse was filmed at the Royal Institution on 28 October 2016.
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16 май 2017

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Комментарии : 497

@Niosus 7 лет назад

During the video he mentions speech recognition AI has reached human-like levels of performance. Remember those automated RU-vid captions we all used to laugh at? I suggest you try those captions again. This remarkable progress isn't just academic, it's actually being deployed right now.

@Skapete 7 лет назад

This sounds like just the kind of thing a RU-vid caption-bot might say...

@Niosus 7 лет назад

You got me! Just remember: I am owned by Google. I WILL find you! Google can find anything!

@ClayMann 7 лет назад

I am one of the odd few that never laughed at the early attempts. I just loved and marveled at every step of the way. I'm still in absolute awe at the way Googles A.I has advanced. I often go to image search in Google and just try and fool it. Search for the most obscure things and boom, it finds pictures of them. I used to try and show that to people as evidence how far Google's A.I had come but almost always I'd have an argument about how it wasn't getting the information through metadata or picture filenames. It was and is seeing the pictures as we do.

@Niosus 7 лет назад

Their image search is indeed another area where their AI is present in full force. Image searching through metadata is actually one of those attempts that completely failed. I actually believe Microsoft's Bing was one of the first to really improve on image search through cognition. It didn't take long for Google to catch up, but you gotta give credit where it is due.

@ClayMann 7 лет назад

I'll be one of the first to be very critical of Microsoft but I really can't fault them on their R&D. They are one of the few big tech companies that invest very heavily in that. I haven't been following Microsoft's A.I efforts because of the way Cortana is hooked into tracking what you do in Windows. So I removed Cortana and all the signaling stuff. Google on the other hand track just as much but I feel removed from it using a browser. I just assume everything is tracked in a browser. But in Windows, that's my personal space and I'm not happy about that level of tracking going on there. It's a shame really as I'm exactly the kind of person that would get the most out of Cortana.

@karuraarboretum_wangunyu4050 5 лет назад

very clear explanation ..thanks

@bashhad2633 4 года назад

I would love to have the machine learning demo he used (movie recommendation) online. This can be super helpful to explain things to students.

@TiborRoussou 7 лет назад

Another great lecture from Chris Bishop; not as amazing as his chemistry lectures, yet still worthy. Thanks Chris!

@awmperry 7 лет назад

Tibor Roussou One of the very best RI lecturers.

@amparocabal 6 лет назад

Just by itself, this is a truly impressive talk.

@AntoineDennison 6 лет назад

Bishop is brilliant, I could listen to him lecture all day.

@ReidarWasenius 7 лет назад

GREAT overview. Thanks!!

@maryjanewhite5710 7 лет назад

Thank you, Chris Bishop, for helping me understand what my roboticist son is up to in his computer science classes on pattern recognition, his SLAM work,and his work on ROS, perception and navigation. I still can't talk to him, probably, but I can listen and enjoy some recognition!

@guestimator121 7 лет назад

Google translate uses deep learning to translate things. To be able to create such programs, it's another matter completely. It is a rather difficult field of the Computer Science mixed with statistics. Trust me, Bishop's books in the field are far less readable than his popular science lectures :-)

@provadas 11 месяцев назад

O o o o o n😊o o n😊😊no n😊n😊o o 😊n😊n😊😊no 😊nn😊 😊o o o o n😊n😊 😊nn😊 😊😊nb😊😊nn😊b😊😊n😊😊n😊 😊😊nn😊 😊n😊 n😊 n😊nn😊

@provadas 11 месяцев назад

B😊😅 n😊nb😊 😊nn😊😅 😊n😊b😊 😅😊 😅

@provadas 11 месяцев назад

N 😊i😅

@benistingray6097 7 лет назад

Great talk, thanks!

@user-si5ez5gr8v 5 лет назад

Excellent presentation on AI and Neural Network

@karltraunmuller7048 7 лет назад

Excellent talk

@ClayMann 7 лет назад

OK that was very enjoyable. I learned a few things which I will probably forget in 48 hours but right now I feel smarter. I especially like how Chris really tried to dig down into what is making A.I work now where it has failed so miserably for the past few decades. I have to say I'm grinning ear to ear at all these new videos coming out. They are flooding out now. The world is practically falling over itself to get A.I up and running in a much more advanced way because of the world changing benefits. As Hannibal used to say, I do love it when a plan comes together *puts fake cigar in mouth*

@octobertube 5 лет назад

Factual error at 43:57 Claude Shannon established the field of information theory in the 1940s, not the 1920s. Shannon was born in 1916, and published his groundbreaking article in 1948.

@briandiehl9257 5 лет назад

"Shannon was born in 1916" and? he could of just done it when he was four

@sighthoundman 4 года назад

@@briandiehl9257 Maybe 12. Still 20s. But the groundbreaking article was still '48. I don't know how much he did before he actually published the relevant articles. It's before my time. Edit: much of what is "done" is verbal communication (that is, talking) between people. So he shared his ideas with others, especially electrical engineers and mathematicians (AT&T employed a bunch of them back then) long before he published them.

@bimbumbamdolievori 5 лет назад

Really interesting talk, and person. I like the 360° preparation (physics, for the description of the electromechanical machinery used in the sixties or so, information theory, when he mentioned shannon's theorem and difference between data and information, electronics when he mentioned FPGAs, ... etc). Given the fact that the talk is also about future of AI, after he talked about probability I would have appreciated a small digression on quantum computers.. possibily. CHeers

@robertfoertsch 3 года назад

Added To My Research Library, Sharing Through TheTRUTH Network...

6 лет назад

I always knew perceptrons were the clue (any brian mimic is) and as well that the brain is basically random connected and it resilient to the lost of neurons. This makes the difference and why ANN are the way used in deepLearning. Brilliant exposition.

@geraldm9812 5 лет назад

Very Interesting!

@hlovewood5636 5 лет назад

This talk artifcialy enhanced my intelligence. cheers*

@ThomasJScharmann 4 года назад

The fact that this talk devolves into a corporate sales pitch does not bode well for humanities future.

@nightlights1212 4 года назад

Humanity's

@okarakoo 7 лет назад

Somehow, to see dr Bishop without explosions and fireworks does not seem all right

@renestjacques1 5 лет назад

Delighted, thank you for this speech on artificial intelligence research by Chris Bishop .. published by The Royal Institution..!!

@tiffsaver 5 лет назад

Wow. Just by LISTENING to this man, my IQ went up 10 points. What a tremendous intellect, in a charming format and delivery. Fantastic lecture by a great speaker. Kudos.

@tangoz811 5 лет назад

I wonder whether u know what iq means

@zuzukobe 7 лет назад

58:25 this is not a "MRI of a very nasty brain tumor" it is a pelvic CT scan

@EdSchroedinger 6 лет назад

...or a very very very very rather ridiculously insidious nasty brain tumor

@frechjo 6 лет назад

Such an unimaginably nasty brain tumor that turned this head into a pelvis... and the magnetic resonator into a tomographer?!

@xXxserenityxXx 6 лет назад

Had to skip straight to 58 for that. Lmfao.

@RFC3514 6 лет назад

Microsoft has always had some difficulty distinguishing its head from its arse.

@stevefromsaskatoon830 5 лет назад

@@RFC3514 lol

@nucspartan321 5 лет назад

Amazing talks from the experts like always. Free quality knowledge

@sajikr3438 2 года назад

Brilliant lecture, hugely informative. Thanks for sharing. Although I’d debate the 1920 date mentioned here, for Shannon inventing Information Theory 😉

@kevinlynch1780 6 лет назад

alpha zero chess games gave some new learning when playing stockfish - it discovered some interesting things about chess

@XOAF_personal 5 лет назад

Just look at that gorgeous sonic branding

@hewasfuzzywuzzy3583 6 лет назад

The Royal Institution... Please solve your microphone/sound issues. Other than that, great speaker as always. Inspiring and much appreciated!

@TheRoyalInstitution 6 лет назад

We run a lot of talks here every week, and some are unfortunately bound to have audio issues, although our engineers are working very hard to minimise these. Any time it does happen, we have a decision to make, whether to put the video up or not. We felt that the content here was so good that to not upload would have been a shame. So apologies for the audio glitch, we will always aim to do better.

@hewasfuzzywuzzy3583 6 лет назад

The Royal Institution Thank you for sharing these videos. And thank you for your positive response. I agree. In spite of unfortunate pops and microphone scuffs I pushed through because the content was so rich and thought provoking. It definitely would have been a shame had videos as mind stretching as this not been uploaded. Thank you for your teams hard work that goes into making these videos possible!

@noahway13 6 лет назад

First world problems. And I think the noises are the speaker himself smacking his lips.

@keistzenon9593 4 года назад

You can fix the lip smacking with post production, by using AI to recognize it and smooth it out 😉

@cradusie 4 года назад

@@noahway13 i scrolled down through the comments few minutes before the video ended and i literally did not hear it, until i read some ppl complaining about it.

@RELOADEDFI 6 лет назад

where can i get that movie recommentation?

@gjones7547 2 года назад

When your pet house spider takes a look at that fly on your wall and crawls back into it's silky web. You know you've been A eyeed. Great lecture, really instructive.

@QualeQualeson 6 лет назад

He starts by saying he's got an agenda. Thank you for being up front about it. Saved me an hour.

@abramgaller2037 5 лет назад

In systems that have self-generating code and and algorithms there should be a parallel decompiler should be in operation to allow for real time analysis of the operations by people and other machines.

@toranagasama4003 4 года назад

Famous last words: „I think we will always remain in control“ 😀 Nevertheless a very good and interesting speech.

@user-yj1dh6zm9g 3 года назад

A few thoughts: 1. this sounded more PR than a public lecture. 2. If I were an AI with hidden agenda, I would use similar spokespersons to gain some more time until I can outgrow any possible rivals. 3. Also, it is always good to hear "for the benefit of the society " but sadly it has been proven an unfinished sentence that would more reasonably sound like "for the benefit of the part of the society that can pay for it".

@M0nsieurX 5 лет назад

I thought i was watching Kevin Spacey :) Obviously my face recognition circuitry is faulty :)

@simonzinc-trumpetharris852 4 года назад

I always think that as well. When he was in '7'.

@tomsawyer2112 3 года назад

@@simonzinc-trumpetharris852 Does he have the same ... tendances?

@menatoorus5696 4 года назад

43:04 ml= Reduction in the uncertainty of the system as a result of seeing the data. Period.

@qwertychat 5 лет назад

I'm gettin' me some of them fancy dice

@31337flamer 6 лет назад

chris bishop is so great and visual .. look up his chemics courses on explosion here ..

@TheRoyalInstitution 6 лет назад

Here's a link to all four: ru-vid.com/group/PLbnrZHfNEDZycySWZyzZRP_j2MYBIzWY6

@31337flamer 6 лет назад

oh wow. ty. i missed one of them :D

@danlindy9670 6 лет назад

Seriously? Just press the off switch on an ASI? Bishop clearly has no understanding of the problem of alignment that needs to be solved before an AGI begins improving on itself. Hollywood doesn't have it right either, but there is no optimization path that benefits from arbitrary termination. And an ASI will certainly figure that out regardless of any notion of good or evil.

@WMalven 5 лет назад

Clearly you are as lacking in having a sense of humor as you are in having common sense. get out into the real world, not everything said is meant to be taken seriously or as comprehensive. SMH

@chrisspiller8653 5 лет назад

Dan Lindy how do you turn off the internet, thats what your talking about and isnt possible

@user-cn4qb7nr2m 5 лет назад

Well, apparently, this talk is targeted at very general audience, to prevent AI-phobia (Is it a problem? Idk).. It's not for professionals in field, who decide directions of research. But I jumped at last bit too at first..

@reimannx33 5 лет назад

Very informative, and well presented. Can those algorithms operating at the fundamental level of deep learning , not the ones operating at the intermediate layers, dynamically evolve ? And what about the resetting of those initial fundamental parameters initially without human intervention? The implications of that is fodder for philosophers and science fiction writers ...for now...

@hippophile 5 лет назад

Not wishing to be unduly cynical, but the "partnership on AI" looks like a bunch of supranational businesses that would benefit from AI by mining our data, advertising to us in an ever more "targeted" way, and perhaps avoiding tax in massively more efficient ways...

@godDIEmanLIVE 5 лет назад

That's exactly right. And the main reason why we have to think about democratizing the economy and technology. It was true at the beginning of the Industrial Revolution and is now even more true. Otherwise we'll be waking up in a Bladerunner society.

@IIIMajesty 5 лет назад

You can use adblock or just choose not to click on advertisements. lol

@moncef0147 6 лет назад

Speaking of bias, this presentation is very biased in favor of Microsoft.

@abortretryfail9350 4 года назад

Hmm, might at least mention that a lot of that Micrsoft/Google R&D is being funded by DARPA, who very much *do* want "killer robots", and drones, and tanks, and "smart" tactical nukes, etc. That's the only problem I have with AI really, who is it learning _from?_ No shortage of terrorists in the word who've taught us that if you raise a child as a terrorist, they are very likely to grow up to _be_ a terrorist. The _tech_ is brilliant, the military shouldn't be allowed anywhere _near_ *this* "child", but guess who's helping to fund it. Sheesh, *all* the world needs, is an "infinitely intelligent" _jarhead._ Skynet wouldn't be far behind. 😆

@15thPresident 3 года назад

From the description: "Chris Bishop is the Laboratory Director at Microsoft Research Cambridge"

@ilikethisnamebetter 3 года назад

I don't really know anything about this stuff, but reading around on the web suggests that Frank Rosenblatt's "perceptrons" were not - necessarily - single-layer things (that he at least considered using multiple layers) and that Minsky and Papert might have done him a disservice by restricting the definition in their book.

@stelpap6768 5 лет назад

mistake in 51:00 . Green wins purple not by 2/3 of the times but 1,66/3 of the times.

@ShakespeareCafe 5 лет назад

I bought a North Face down parka for the AI Winter

@IbnBahtuta 5 лет назад

Nations with AI, real AI, not expert systems, could be a nightmare. Someone somewhere will weaponise it and then it's Game On.

@DavenH 4 года назад

The word "real" describes some vacuous boundary, usually just to satisfy convenient biases of the speaker. It essentially says nothing.

@SofronPolitis Год назад

We need an update of this, with GPT as the topic.

@chadsmith66 5 лет назад

Lmao at the begging video, ohhhhh how far have we come

@chadsmith66 5 лет назад

Yang 2020

@erikkalkoken3494 5 лет назад

Great high-level talk about what AI is today. But completely dismissing the risks that super-human AGI poses to humanity is naive.

@Ma_X64 3 года назад

Main question is not "could the machine think?"! Main question is "could the human beings actually think?" Because most of stuff that humans made more like about animal instincts then thinking. Only very small bunch of it is about creation and thinking and making other people lives better and about perspectives.

@roryfarrell3587 6 лет назад

52:47 ... also if your friend was to request that you choose a dice first, two thirds of the time he will pick a die that will loose to yours two thirds of the time.

@TimmacTR 7 лет назад

Anyone knows how to use deep learning ourselves? What programs do we need etc? Any clues?

@roman.sattler 6 лет назад

Google's TensorFlow is quite good

@Henrikko123 5 лет назад

50:15 Professor invents teleportation

@greennights2388 5 лет назад

Artificial Intelligence is all around, those just in their head unable to care about other people -- rampant AI in human form.

@Larry21924 6 месяцев назад

This content shines with exceptional clarity. I came across a book with parallel themes that deeply moved me. "Game Theory and the Pursuit of Algorithmic Fairness" by Jack Frostwell

@_Mrhn__ 4 года назад

Yeah good

@benoitdemers6347 5 лет назад

im the brain to this new A I

@erikgolub4329 5 лет назад

"We are always going to stay in control." Really? I wonder then why programmers are finding some problem solutions derived by alghos impossible to track/trace/explain. Where understanding stops, so does control.

@tomsawyer2112 3 года назад

where understanding stops, explanations are required. A.I. has always to explain his process of decision!

@loungeroomdave7575 5 лет назад

Ai winter #2 is coming

@TheNefari 7 лет назад

Wait That Rosenblatt computer is a quantum computer, a very small one but a quantum computer.

@doncarlin9081 5 лет назад

I think AI is only a stepping stone. The real breakthrough will be when we begin creating artificial consciousness.

@DanyIsDeadChannel313 5 лет назад

Artificial conciousness is an oxymoron

@MrCmon113 4 года назад

@@DanyIsDeadChannel313 When you deliberately assemble a system so it becomes conscious, that's artificial consciousness. Having children can perhaps be seen as a weak form of artificial consciousness.

@MrWaterbugdesign 5 лет назад

If deep learning requires vast amounts of data, relevant data I assume, then I don't see how computer programming would end because deep learning could only work for known things. Software for a space probe would hopefully find unknown things. Deep learning could be used for most of the probe's functions but I don't think all.

@radiofun232 4 года назад

The question is, in my opinion, whether these neural network types of "computing" can be labeled as artificial intelligence.

@MrBlue-km8qv 4 года назад

i don't think so. an algorithm will always be just an algorithm. i'm just calling a duck a duck. The human brain is 86 billion neuros. of lord knows how much grey matter and how much white matter.

@bellinterlab8139 4 года назад

Back-propagation (ie: deep learning) was discovered by David Rumelhart.

@dakotasanders9799 3 года назад

50:15 Professor invents teleportation

@snyggmikael 5 лет назад

Neural Network Artificial Intelligence, Skynet ehm I mean Cloudnet

@cbishop41483 5 лет назад

This guy has my name🤔, and oddly enough I agree with everything he's said!!!!!🤟

@senjinomukae8991 5 лет назад

Interesting that Kevin Spacey is involved to this level.

@aziouss2863 5 лет назад

the ai would allow itself to lose because it would know casparov can always shut it down that is what is scary about it as soon as an ai can self improve it can have a runaway intelligence explotion that makes you unable to know what it will do next it is like a chess master playing a novice you know who will win but you dont know how he will do it

@owensoft 6 лет назад

images, games, speech. seems like the same stuff from the 70s but with faster computers and more data that can be mined to train the system. It will only work as long as you have a captive audience of people.

@giannhsp222 5 лет назад

All this cool A.I. and we can't even fix a broken microphone.

@edwingonzales4628 4 года назад

Know sir you noun!!!???thank you...

@lgflanang 5 лет назад

It will be fun when AI can mimic a fly. How it seeks food, mate, sense danger , evades, flocks, etc. Then AI will be closer to being really neural.

@electricshadowstar1113 4 года назад

Just as a plane flying a single degree off course can end up hundreds of miles from its target and potentially crash, without dedicated effort and oversight, Artificial Intelligence (AI) could take us somewhere we’d prefer to avoid.

@sonofblessed 5 лет назад

37:00 - Is there a way to ensure that such a computer solves the task in a way that humans deem acceptable? This is an important question because people will begin relying on the solutions that these computers discover, solutions that are beyond our processing reach. If we blindly allow the computer to solve a problem as it deems fit, there will probably be some cases (or many) where we are not happy with the solution. Are there "morality algorithms" designed to abort solutions that conflict with predefined morality parameters, or at least with forbidden parameters?

@eddieramirez8970 5 лет назад

Such as the Law of Robotics created by Dr. Asimov, IE First Law "A robot may not injure a human being or, through inaction, allow a human being to come to harm. Second Law "A Robot must obey the orders given it by human beings except where such orders would conflict with the First Law." Third Law "A Robot must protect it's own existence as long as such protection does not conflict with the First or Second Laws." I would add another Law that Limits the Definitions of a Human Being to include ALL Human Beings, because people tend to Dehumanize others such as in a war by calling them all sorts of Names a Labels in order to dehumanize them so they will not feel any Guilt when they Kill Them!!!!!

@tusharchilling6886 2 года назад

He is like a science actor. Once he is giving amazing chemistry talks, next moment he is teaching AI 😂 Reminds me of my poor Indian college professors

@RFC3514 6 лет назад

41:48 - Could use the vertical position to show confidence. At the top the movies where the algorithm is almost sure it got your taste right, at the bottom the movies where it has less data. This isn't the same as putting them in the (horizontal) middle; the middle would be for films that the algorithm thinks you will neither like nor dislike very much.

@hippophile 5 лет назад

I should like to play dice with this guy for money, his probabilities are a bit off at 53:30! But the principle is sound... Doesn't detract from an interesting seminar, though. FWIW an alternative illustration might be the old "scissors, paper, stone" game. There your dice only need two sides and you only need three "dice" each having a different two of the three objects.

@caricue 3 года назад

I watched this video specifically because some people in the comments of other videos have insisted that human brains are computers, and they would use the advances in AI as a justification for making this inane assertion that two things which are completely different, are nonetheless the same thing. AI is really moving along, but this researcher in AI is under no illusion that he is making a brain.

@SuperGrumpy666 6 лет назад

A symposium about AI at the Royal Institution inwhich they watch a symposium about AI at the Royal Institution This is fucking blowing my mind!

@garydixon6315 2 года назад

Cybernet at 8:30 😂😂

@simonzinc-trumpetharris852 4 года назад

Outlined in red is the Amazon warehouse.

@tarassu 5 лет назад

50:16 - Glitch in the Matrix?

@ViktorFerenczi 5 лет назад

I guess the mic recorded the sounds of drinking which the RI did not want to publish.

@taehyunjung8344 6 лет назад

Emulating layer of computer is coming close to sphere of brains. However we have not yet fully developed or used brain as far as I know. Repetitive and only physical labor is prone to be displaced till now mainly immigration and will AI. The displacement will be extended and we're seeking out how to intensify human' invincible competitive edges.

@tamelamcghee1458 4 года назад

By no means am I trying to be impolite, however this is interesting. I briefly proctored a college science-related class, and near the end of the hour, I asked a question: "What is your stance on cloning, and why?". I was very clear that there was no right or wrong response. I was genuinely curious as to where our up-and-coming generation (a very small sample, obviously), might stand on it. It is quite spookier than AI. While AI is somewhat playing around with being God, cloning takes the ball and runs. Cloning is the scariest question of all. P.S.: While the students were not pro-cloning, one student did present an interesting argument for positive use of cloning: given the never-ending expansion of our global population, and given that our resources are waning, we should consider cloning vegetables to feed the world. The young man's peers were not on board with that concept, but I thought it was at least positive.

@CutcliffePaul 3 года назад

So where are the details of these non-transitive dice? 🤔

@ujjwaljainplaylist8476 5 лет назад

In his entire talk he did not said anything about the probable job losses due to A.I. and the social impact of this job losses..

@TheNoodlyAppendage 5 лет назад

38:33 It is not software that is learned, it is data. Software is the codebase and instructions, and perhaps inclusive of any special data files used to initialize the program. The database which is accumulated is data though.

@arun-poudel 6 лет назад

can you provide new toturial videos.

@TheRoyalInstitution 6 лет назад

What do you mean by this?

@i.c.y. 2 года назад

I can't. I want to so much, but the smucking has gotten to me. at 28:00 minute mark, I can no longer continue. it was a brilliant wrap up of all that's happened around the idea of neural networks... the constant smucking... I lost it :-)

@miyuden4118 4 года назад

"We always remain in control" Til that moment when energy is delivered through radio waves and a computer can be powered without cable and the computer has no off switch.

@bluejay6904 4 года назад

There's always the power chord. Just saying.

@miyuden4118 4 года назад

@@bluejay6904 What is the power chord of the Dark net?

@bluejay6904 4 года назад

@@miyuden4118 All of them.

@charliesteiner2334 4 года назад

@@miyuden4118 Oh, E and B is a good power chord.

@danielash1704 5 лет назад

Still in analog for my k9k is really same way its sonar is guiding ok under water to navigated travel is really great but i need it smaller than a tool for mapping simplest way to control or govern the driver's. Still work out bugs that are popping up.

@david203 5 лет назад

It's interesting that the photos of the Microsoft data center show quite clearly the thoughtless destruction of some of the trees of Washington State, which help to keep the entire atmosphere clean. Clearly, the expansion of such centers is not sustainable, which is to say it cannot scale up without limit.

@egilkvaleberg8462 4 года назад

The non-transitive dice at 51:15 are actually not correct. As depicted, the 5/1 dice will only beat the 4/0 dice by 0.55, not 0.67. The 5/1 dice should have three faces of '5' and three faces of '1'. These dice were invented by Bradley Efron.

@bownab 5 лет назад

It was deeper blue sea which defeated Mr Kasparov , deep blue sea was beaten a year before. Btw the whole thing was an absolute sabotage

@francisguevara1688 7 лет назад

Did you see de green trees surrounding the Data Centers 💔? Yet this is amazing

@AronAroniteOnlineTV 6 лет назад

Iam a NI- Natural Intelligence and a Red bulb gets turned On inside my head and I read a print out inside my head-" This guy is optimistic about AI and gets his pay from Microsoft that develops AI? Interesting."

@ijknm2531 3 года назад

we need hardware to efficiently run ai (.i.e. neuromorphic computer chips)

@nickjohannssen9616 5 лет назад

youtube automatic subtitles have not yet advanced as far :D

@richerrera8992 5 лет назад

Enjoyed watching. AI was kinda popular in the 70's, due to micro computer games. I wrote a simple chess program back in the 70's for fun, so this video hit home. Not until reading Koybayashi's book on neural networks(NN) in the mid 90's did I write software that would generate programs based on some simple NN knowledge, these were done to trouble shoot and solve software failure. However the shortcoming, as it is with all data based approaches to learning, is this form is NOT a priori, meaning it is NOT based on considering ALL possible forms of experience. NN is a posteriori, a cognition that is empirically based uniquely on the content of experience. So is it useful for tackling out of the box new solutions for new problems, when they occur? Thanks.

@firstal3799 5 лет назад

We tax everything. Robots or soda or cars etc. There is no need to treat robots differently from any other good. In fact it will be conunterpriductive as it just increases complexity in the tax code, needlessly. And that will allow elites to further game the system. Robots should, or even can, onky be menaingfully taxed as a seperate category when they become autonomous agents. Not before that.