I really enjoyed this conversation with David. Here's the outline: 0:00 - Introduction 4:09 - First program 11:11 - AlphaGo 21:42 - Rule of the game of Go 25:37 - Reinforcement learning: personal journey 30:15 - What is reinforcement learning? 43:51 - AlphaGo (continued) 53:40 - Supervised learning and self play in AlphaGo 1:06:12 - Lee Sedol retirement from Go play 1:08:57 - Garry Kasparov 1:14:10 - Alpha Zero and self play 1:31:29 - Creativity in AlphaZero 1:35:21 - AlphaZero applications 1:37:59 - Reward functions 1:40:51 - Meaning of life
@abogaziah
4 жыл бұрын
OMG THANK YOU
@riccardomereu1813
4 жыл бұрын
Thank you very much Lex 🙏
@pyshine_official
4 жыл бұрын
Thanks
@franj4139
4 жыл бұрын
Please invite Humberto Maturana: He had develop theories on human intelligence, consciousness and understanding. He is in his 90s, we could lose his takes on artificial intelligence
@ivannogolica364
4 жыл бұрын
Bring David Deutsch please! :)
@chanleystow
4 жыл бұрын
Seeing this after the AlphaGo doc!
@rdcalderon
4 жыл бұрын
Watching the documentary before watching this interview definitely adds value. kzitem.info/news/bejne/uI6rsWqdnp2GZI4
@ecavero1
4 жыл бұрын
As have I! I was searching of an Alpha Zero doc. This is where I got so far. Not disappointed at all!
@maplegoose6364
4 жыл бұрын
Yes came here directly after the Doc as well. Had never heard of GO! prior to 3hrs a go. Indelibly registered and imprinted now :D
@khall187
4 жыл бұрын
Same
@schwajj
4 жыл бұрын
maap no need to capitalize and exclaim, any more than you’d write CHESS!
@vedgupta1686
4 жыл бұрын
"He'll be remembered as the last person to beat AlphaGo" man!!
@joelkavanagh1464
3 жыл бұрын
,,, kudos n respect on that comment! ... greetINX from s.lem jr ... .. . ...............
@hamentaschen
4 жыл бұрын
Again, Mr. Fridman, THANK YOU for keeping this going, especially now. When I need to get my mind off the current world situation I come here. Your talks always take me to a better place. Thank you. Be safe. Stay healthy.
@TrappedinaBrain
4 жыл бұрын
This is a banger of an interview. AlphaZero is a harbinger of the future
@joaodesouza4649
4 жыл бұрын
I can't describe or express how valuable this interview is for understanding what's going to happen in the future
@dennycote6339
7 күн бұрын
The Future is the pieces of our preferred past we havent pulled down yet. Welcome home.
4 жыл бұрын
Amazing, this conversations are so meaningful to the future of humanity that they should be broadcasted on national television. That way children would more easily find meaningful role models and access to the type of insightful ideas that give birth to passions and eventually discoveries.
@ehsanmamakani
3 жыл бұрын
I totally agree with you. These are the role models that our children must be familiarized with not some attention addicts on the social media who act as a catalyst to remove the brain from the anatomy of human beings.
@UnpluggedPerformance
3 жыл бұрын
I also totally agree.. So beautifully phrased!!
@jamesjenkins9480
2 жыл бұрын
Lol who watches national television though? More people will watch it on youtube.
@TheTessatje123
4 жыл бұрын
Thanks for making this podcast. David Silver chooses his words very well, his stories are very clear and inspiring! I could have listened much longer ;-)
@AakarshNair
7 ай бұрын
His answers are so articulate!
@camillorohe6996
4 жыл бұрын
you just gotta love David Silver and his ideas, thoughts and accent
@bruceturner4858
4 жыл бұрын
Discovery is a joy. Discovering the existence of David Silver and his amazing way of thinking is pure gold. Thank you Lex.
@perfumedsea
4 жыл бұрын
I can ignore everyone else but David Silver talking about AI. His lectures and courses taught me RL.
@TheRealStructurer
Жыл бұрын
3 years later I am here... Latest AI developments makes me ask for a second round with David Silver. Thanks for sharing 👍🏼
@oncedidactic
4 жыл бұрын
THIS IS THE ONE I'VE BEEN WAITING FOR!
@oncedidactic
4 жыл бұрын
@@mikhailfranco dude, thanks 🙌
@JackSPk
4 жыл бұрын
Oh man! That meaning of life interpretation! I think I'm gonna click this 1:41:20 every night before sleep from now on. Thank you Lex for making this possible! ❤️
@sabelch
4 жыл бұрын
I initially cringed a little when Lex decided to "go there" with the meaning of life question but pshew! Silver gave a great answer.
@Jannikheu
4 жыл бұрын
sabelch yes that answer was very impressive and I think demonstrated his capacity of deep thinking
@iwanjones7334
4 жыл бұрын
I was laughing to myself and thinking: "All he needs to do now is ask him the meaning of life question". And then he did!
@decidrophob
4 жыл бұрын
Indeed, probably David's comment regarding the meaning of life was by far the most philosophically meaningful I have ever come across.
@Mikey-lj2kq
4 жыл бұрын
there's a book called 'the fabrics of reality'
@msulemanf
4 жыл бұрын
This was the AI interview I've been waiting for - it did deliver. It could have been a bit longer and included the protein folding work, though. Perhaps that's ongoing and still a competitive area. There is a certain clarity of articulation from the guests I enjoy most - reminds me of Jeff Hawkins. Also a sense of practical application.
@palakrishna9921
3 жыл бұрын
Pala
@Jacob-sb3su
3 жыл бұрын
They figured it out
@andrewtoebbe3885
3 жыл бұрын
@@Jacob-sb3su they?
@jung8935
4 жыл бұрын
Man, David Silver is so incredibly humble...
@darylallen2485
4 жыл бұрын
Many academics are terrible at explaining their domain of expertise. David is a quality academic and has remained grounded enough to explain himself to normal folk like me. Well done.
@user-jx8gv1rd8e
Жыл бұрын
Lex, It is very clear that you love what you do. It totally shows. You are always super prepared and well engaged with your guests. Yours has become my absolutely favorite podcast. Listening to a 2 hr podcast of yours is as intellectually fulfilling as reading a 400 page incredible book.
@robertocarloscaruso6840
Жыл бұрын
David and demis, hope you get nobel prize someday soon.
@hariomt348
4 жыл бұрын
1:40:51 : One of the best answers for the purpose and meaning of life I have heard so far. Incredible!
@garyswift9347
2 жыл бұрын
I love how the wall and window are decorated to resemble a go board
@michaeltheunissen609
4 жыл бұрын
Brilliant interview. Articulate and like yourself, I believe AlphaGo was a tipping point for the progress of humanity.
@aliancemd
4 жыл бұрын
1:06:48 That part implies that Lee Se-dol retired because of AlphaGo, while in reality he retired because of his dissatisfaction with the Korea Baduk Association, from which he quit in 2016. He mentioned AlphaGo but it is not the reason he quit.
@bernardvantonder7291
2 жыл бұрын
David is an amazing being.
@davida3922
4 жыл бұрын
6 months ago I didn’t even know who Lex was, now I can’t get enough of his podcasts. The powers of the internet. I hope he does become a billionaire.
@asdf_600
3 жыл бұрын
Incredible podcast, probably my favourite! It would be incredible to have a second part!
@UnpluggedPerformance
3 жыл бұрын
This interview is LEGENDARY!... watching it for the second time. Definitely in the top 3 on youtube!
@Kyle-oe2vs
4 жыл бұрын
Wow, very insightful, nice to get our minds off of the pandemic and look to a bright future. Incredible potential behind DRL!
@muharremuguryavas9183
4 жыл бұрын
Such an inspiring conversation, as a phd candidate who works on deep RL, I am quite motivated to try even harder! Thanks for your efforts Lex!
@smegmaprince314
4 жыл бұрын
such an annoying comment, as someone who hates humble bragger, I am quite motivated to downvote your comment! Thanks mr poo on road!
@DaDankStrafe
Жыл бұрын
@@smegmaprince314??? He just said he's inspired because he's working toward entering the same field as the podcast guest. Don't be dumb and weird.
@people93
4 жыл бұрын
David Silver is a real legend
@kennethcrandall8131
Жыл бұрын
This interview was so good it brought a tear to my eye!
@vladimirgetselevich4704
4 жыл бұрын
Thank you for Lex and David! Very interesting and inspiring conversation about first principles of Artificial Intelligence.
@ezchx
7 ай бұрын
Alpha Zero - "Give the system the ability to correct its own errors"
@iwanjones7334
4 жыл бұрын
I am struck by how small the audience is for this astonishing talk. It is so important that it should number in the millions, even billions.
@oudarjyasensarma4199
4 жыл бұрын
Thanks Lex! Even bigger greatness is coming your way!! Cheers! Stay safe!
@kartikeydetha5582
2 жыл бұрын
I learnt about New dimension of thinking and understanding things.
@brixtoncruddy
4 жыл бұрын
Get Demis on here please!
@fatayas9463
4 жыл бұрын
Amen
@Brad_Jacob
4 жыл бұрын
Yes!
@amandamoore9183
3 жыл бұрын
Yes please Lex Demi’s would be awesome 😎
@dmvaldman
4 жыл бұрын
Favorite parts: 1:21:16 - Self-play is optimal because the NN learns most robustly by making mistakes. Conclusion: there is no “pill” for intelligence, you evolve intelligence by correcting errors. AI introduced to the physical world would need systems tolerant to making countless errors. 1:24:47 - One model will beat another 100-0. We can construct a tower of models this way, each better than the previous. What's unclear is if this tower is totally ordered or partially ordered. Can a lower node beat a node higher in the tower? When does this occur? Where is this saturation point? How much higher is it than human intelligence in Go? There may exist an equilibrium of Go intelligences, not a greatest Go intelligence. This is the result of minimax optimization vs global optimization. 1:41:20 - It concludes with a fun interpretation of the meaning of it all :)
@SpaceCadet4Jesus
4 жыл бұрын
Agree with your comments. Regarding 1:24:47, I feel his statement merely reflects his desires and not the future reality of all programmed systems. Yes, something far intelligent can beat something far less ordered in a limited gaming setting but possibly not all the time. There is a limit to success in a totally ordered system where the outcome of two perfect playing systems end in stalemate most of the time. I would of liked to have heard the results of AlphaGo or AlphaZero playing against itself with recursive/feedback learning turned off.
@samvargas2868
4 жыл бұрын
YES DEEPMIND!!! (I had decided to write in all caps when I saw the thumbnail)
@samuelec
4 жыл бұрын
Thank you both! It was, again, an awesome conversation.
@peterszilvasi752
2 жыл бұрын
What a profound way to discuss about the meaning of life! First there are several layers for the meaning of life. First layer would be "Does the universe have a meaning?". Well, it looks like it operates on some very fine-tuned laws and constants. At first glance, there is no meaning. For the next layer, let's look at 2nd law of thermodynamics. It's purpose to increase entropy. What if the evolution is just a mechanism (a sub goal) in order to increase entropy further? Evolution's goal is how to reproduce efficiently. In other words how to spread energy efficiently. Because of it, entropy will increase as efficiently as possible. This line of thought is truly mind-blowing. Probably I will not able to sleep for 2-3 days, because of thinking about this concept... Lex and David, Thank you for the conversation!
@gallerksee
4 жыл бұрын
I love the content you put out man! It's always interesting, always paradigm challenging, calm, informed, you! Thanks!
@alexcherfan7762
4 жыл бұрын
Crazy Lex.. I just went down the alpha learning machine rabbit hole this week. I watched the documentary on alphago, which was fascinating. I also watched the matches between the pro starcraft players and alphastar, which was even more fascinating (partially because I'm familiar with the game). I wonder in this sphere, how far a deep learning machine like this can go. This podcast was the icing on the cake at the bottom of the rabbithole, thanks brother!
@duderadley2383
4 жыл бұрын
Those who don’t have sophisticated backgrounds in Programming can really appreciate the way you relate what the computers are doing and capable of doing to the romantic human narratives
@devonk298
4 жыл бұрын
David is adorable, I have watched his RL Course 3-4o times. Brilliant guy and funny too
@r1s1112
4 жыл бұрын
Awesome conversation, David is incredibly interesting and humble also amazing questions from Lex. Thanks to both of you for making it.
@ufozencom
4 жыл бұрын
Mind teased, tantalized, and finally thrown into a tizzy. Love every one of your interviews Lex. All I want to do is watch them to get inspired to think in new ways. THANKS MAN!
@johnsharkey5255
4 жыл бұрын
Hey lex, really interesting episode. A guest I think you should have on your podcast is Leo Gura. His work is more particularly focused on the nature of consciousness and he is for me one of the most insightful people I have ever listened to.
@Francisco-qh3qh
4 жыл бұрын
You, Sir, are a gentleman and a scholar.
@minerwilly
4 жыл бұрын
This is a really great interview and very enlightening. Thanks for all of your hard work bringing this stuff to us. Keep up the good work.
@shivamkushwaha9730
4 жыл бұрын
This is the best of all episodes and I know I am biased. Thanks Lex.
@duderadley2383
4 жыл бұрын
I love you Lex Fridman
@gulllars4620
4 жыл бұрын
A very interesting podcast. David Silver is not only an amazing scientist but also a great communicator. DDN-based reinforcement learning seems to be a good analogy and an abstraction of how biological systems are. Biological systems have some specialized hardware embedded algorithms and structures, so in a way you could consider them as having some knowledge or pre-training baked in from the beginning before they start learning. Alpha Zero or MuZero have some fundamental algorithms or structures that are connected and can be trained for doing the learning, but i suspect even if you consider that initial condition knowledge, that is much less "given" knowledge before learning starts than biological systems have, since biological systems have a hard requirement to statistically be able to survive and reproduce and have offspring that can do the same enough of the time without failing to not go extinct. Regarding the goal hierarchy or layered systems with goals discussion, that was a very interesting way of thinking about it. I think that is also one way to thing about potential danger when systems explicitly or implicitly create subsystems that unintentionally has conflicting goals with their own. There are many ways and scenarios you could think about that... I think that's something that will be left brewing at the back of my mind for a while.
@roseleelauper1193
4 жыл бұрын
Excellent podcast, thank you
@shawnchen6338
3 жыл бұрын
Trying to reproduce the MCTS results on some other tasks. After several weeks of struggling, I learned that David Silver is really great in a sense that he foresee the future of deep learning research -- computational power really matters.
@martinocrespoalvarez4663
3 жыл бұрын
Man, David Silver is such a genius! I've enjoyed the interview so much. I wouldn't say Lex interview policy can be considerd as optimal yet, but the story you create through your questions, the way you try to go to the essence when you close your eyes and just the way you are make it be really close. If you read this, thank you
@englishiguana4304
Жыл бұрын
thank you again lex, another phenomenal interview, i cannot get enough of this wonderful channel!
@cleon_teunissen
4 жыл бұрын
There is a crucial aspect of the Google alpha project that is, to my knowledge, never touched upon in any interviews; it is only mentioned in the technical articles that are published by the researchers. The google Alpha projects use a hybrid approach: the *tree search* is taken care of with explicit programming. The part of the play that is taken care of by the deep learning technology is the *evaluation* of positions. The tree search needs two kinds of position evaluation 1) Decisions which nodes to prune from the search tree 2) evaluation of end nodes That is: The Alpha projects did not have to learn to look ahead. That is very significant, because deep learning is ill suited to learn to anticipate. To my understanding: this is why Google Deepmind has shifted away from the board games projects, and has moved to Starcraft play. For comparison: OpenAI started its efforts with a task more difficult than the hybrid approach of the Alpha projects. Competitive DOTA play (and all games that require human level skill) involves *long term goals*. To my understranding: the OpenAI machines aren't hybrid, they have to learn all, including mastery of long term goals Reinforcement learning is feasible when the reward is almost immediate. The bigger the time lapse between action and reward, the harder it is for the reinforcement learning to get traction. So: the Alpha projects are hybrids: no learning to look ahead. In an interview: when this aspect is not mentioned then in my opinion the interview is severly devalued.
@oncedidactic
4 жыл бұрын
I think it's a point well made about look-ahead and difficulty RL has with disconnection of actions and reward. But as to explicit search vs deep learning for evaluation, I think it's fair to say the learned evaluation is doing the work of look-ahead to, because the eval encodes some version of knowing what will happen -- outcome. It's kind of a backwards way of thinking compared to how humans will often take a board state and chew on it, but imagine if you could "look ahead" 1 turn in any game and give a *very* accurate eval, your "search" algo would be really easy, and it'd require no modeling of state or system.
@cleon_teunissen
4 жыл бұрын
@@oncedidactic David Silver talks about that starting around 00:49:00 Deepmind's first exploratory research was analogous to deep learning for image recognition. A large collection of labeled images is processed, and if the learning process has been succesful then system is able to achieve high scores on image recognition for images it has not seen before. So that first exploratory system was presented with labeled positions, presumably labeled in terms of whether the position is equal or one color likely to achieve a win. Presumably (I haven't read that article) the input/output pair was: input: the current position, output: what the human player played next. David Silver describes that by design this exploratory system had no tree search. So it was very interesting to them what level of play would be achieved. David describes that this system achieved dan level play, on the 19 by 19 board. While still very far from top level play, this was already on par with the best tree search based systems. I'm not a Go player, but my understanding is that for human players looking ahead explicitly is relatively rare. Thinking ahead explicitly is possible only when for both sides there is on each move only one viable move, with only an occasional branch. My understanding: generally in Go there are always many, many viable moves. I disagree with your proposal that there is an element of *implicit* look ahead. I prefer to think of the instantaneous evaluation in term of overall health of the position. The system has learned to appreciate positions with good overall health.
@tristonedwards7094
4 жыл бұрын
Mate thank you for your videos. your channel is great.
@james.arambam
4 жыл бұрын
I must say, one of the best podcasts. Thanks, Lex and David
@PedroContipelli2
2 жыл бұрын
Absolutely amazing.
@josephsantarcangelo9310
4 жыл бұрын
his course on youtube is amazing
@sharang7858
4 жыл бұрын
Great podcast! Please get Jakob Foerster too!
@alanrule188
2 жыл бұрын
Watching after the Alpha Go doc.
@user-up8pd6id9s
3 жыл бұрын
The work this man has done with his team is both amazing and an absolutely terrifying necessity in the process of human progress. The DeepMind team and the wider field of AGI research will bring a revolution more radical than the industrial and digital ones
@ottolehto
3 жыл бұрын
Thank you for another enlightening, exploratory, and meaningful conversation that pushes us towards self-questioning and, one hopes, self-understanding.
@bobwelham8792
4 жыл бұрын
Good to hear the logic based programming language PROLOG mentioned.
@Dave-nz5jf
4 жыл бұрын
Lex I really admire your interviewing style, you made Silver really light up a number of times. Your voice is like liquid morphine, and you could see how easy it was for your subject to just 'let go', which is great. It's clear though that AlphaGo was his baby .. AlphaStar not so much. I was really hoping to have the same blow by blow for all of the Starcraft games.
@viraatchandra8498
4 жыл бұрын
changing the world, by bringing us the people who are changing them :) Thanks Lex! you rule :)
@duderadley2383
4 жыл бұрын
Thanks for Boss content empowering people, many young people enjoying this content and in my opinion, such a treasure it is, the exponential tune to your tone.
@sathvikudupa1668
4 жыл бұрын
Thank you!! Been looking forward to this.
@alibaheri4614
4 жыл бұрын
Wish sometimes soon I see Ken Stanley and/or Jeff Clune...They are pioneering the filed of neuroevolution with tons of great achievements in AI.
@MrChilledstep
4 жыл бұрын
Another vote for Jeff Clune. Also David Ha would be awesome.
@sabofx
4 жыл бұрын
Hey Lex! I really dig your podcasts. They're unique and inspiring. I wish i was smart enough to contribute to the AI community. I hope you will allow me to make a suggestion about the questions you ask your guests. Please ask more about the aspects of AI that still lie beyond the capability of the systems that your guests have built. Have them explain why these capabilities are so hard to achieve. Also, ask them what the current or next thing is, that they are working on. And on this topic, ask what the challenges are that they're currently facing? TYIA!
@SpaceCadet4Jesus
4 жыл бұрын
He did ask and David did elaborate that life's problems are not so structured, that they are messy as he put it. There are variables that the repetition algorithm would not know how to sufficiently handle without a ton of errors, which is how it learns in the first place. We, humans, have intuition by varying degrees to assist us. That's one reason, messiness, why it's hard to achieve besides we dont yet know how to code for it. Alpha*Anything is a great breakthrough but very much in its infancy.
@egorpanfilov
4 жыл бұрын
This is an instant like from me :)! Many thanks Lex!
@johnarnold312
3 жыл бұрын
What do we do about, what I believe to be the biggest question, how do we handle morals and ethics by AI units?
@АлександрЛипин-х7ъ
3 жыл бұрын
NewZero was being told either it had won or lost in the chess games. But what are the criteria to win or lose in real life for such an AI that even won't die?
@hughJ
4 жыл бұрын
How much computational power (instructions/flops/watts/etc?) did AlphaGo require to perform at a super-human level, and how does that compare with AlphaZero? I'd love to see something akin to an Elo rating vs wattage graph to visualize how performance scales with the various engines for Go.
@TheAIEpiphany
4 жыл бұрын
I dare say this was THE most interesting episode so far! Deep learning is solving perception big time but it seems to me that (deep) RL will solve the cognition part of the equation.
@karlisstigis
3 жыл бұрын
Thank you, one of the most interesting talks in a long time!
@willikey
4 жыл бұрын
This talk is so inspiring.
@petarking66
3 жыл бұрын
And here we have AlphaFold 😸⚡
@adeep_jain
4 жыл бұрын
Fantastic one!! So many cool ideas in there!! Thanks Lex 🤘🏽
@rahulsagarpv
4 жыл бұрын
Hey man, awesome interviews! You seems to be a really good person. Thank you for what you are doing.
@Lagruell
4 жыл бұрын
Many thanks for sharing this amazing interview!
@Parksukmin
4 жыл бұрын
Thanks!
@larcabout
4 жыл бұрын
Wow, what a great way to think of the "meaning" of life
@kvasios
4 жыл бұрын
At some point around 12:00 David mentions that he just came from a panel discussion with Kasparov and the Deep Blue guy... any reference, link to that maybe?
@dandysd
4 жыл бұрын
Murray Campbell
@corkkyle
2 жыл бұрын
What a fantastic conversation!!!
@dgontar
Жыл бұрын
In my view they have really hit upon the fundamental nature of learning and the essence of AI. Psychologists have always defined IQ as the ability to learn and think effectively, and the main arena of this has always been experience. So if there is a program that interfaces effectively with experience it is intelligent and in the most efficient way possible.
@perssonwals
4 жыл бұрын
I have a question. David said error correction starts with 'doing'. What if we are confronted with a problem that is so big, the best way of approaching it is stillness and observation? Not doing anything until we are confident enough we have understood the problem in the first place. Would that be possible with the current state of ai that is, if I understood that correctly, entirely reward based? I try to imagine the agent as a fluffy Labrador eager to please it's master knowing it will get a treat, be it sugar or a shiny apple in form of a '+1'. So my question is "where is the cat in all of this?". Shouldn't we have a cat to balance things out and not create a sugar addict in the long run?
@rob3c
4 жыл бұрын
Gotta mention RL self-play required viewing: WarGames (1983) :-) Lex, thanks for the great interview with David Silver! And also more generally for inviting such fascinating guests, both within and beyond AI academia and industry. This podcast is killing it, and I wish you best of luck and continued success!
@TraditionalAnglican
4 жыл бұрын
rob3c - You’ll love this clip - kzitem.info/news/bejne/rqajrYybeqaIiKw
@rob3c
4 жыл бұрын
TraditionalAnglican Great clip! Although I miss the escalation from tic-tac-toe that it skips. It's crazy to think they had to sync all of those screens to pull it off completely in-camera. Nowadays, it's practically the "hello world" of VFX compositing software lol.
@saulocerqueiradealmeida9700
4 жыл бұрын
Thank you so much LF! Great job.
@dizbeefpvdizbeliefdizzy3612
4 жыл бұрын
Very enlightening thanks.
@spindoctor6385
4 жыл бұрын
Such a humble guy for somebody who has achieved what he has.... I think i would be so arrogant.
@explore645
4 жыл бұрын
Unsung hero of deepmind! I wish I could do phd under him!
@jingtao1181
4 жыл бұрын
Thank you Lex, Great convo.
@Larkinchance
4 жыл бұрын
For an ordinary person like myself, the concept of AI is difficult to grasp. I was able to get more understanding from the superb graphic analysis in your doc.”AlphaGo”. I'm guessing that Lee Sedo's loss will drive South Korea to become one leaders in AI research. The doc was also very good. I have watched it many times....By the way, can you help me fix my cable tv remote?
@lorenzweb
4 жыл бұрын
Todays AI is nothing complicated honestly. An isolated AI model is simply a statistical model that spits out a probability. :-). It just happens to work well, and because we finally have powerful computers we can finally build and use these big models. Impressive? Yes. Ungraspable? Not if you have read up on it for a few weeks (or days?) IMO.
@janisstrods4404
4 жыл бұрын
@@lorenzweb I mean to me it's graspable because on the lowest of levels it's math, math and more math.
@SpaceCadet4Jesus
4 жыл бұрын
@Larkinchance Sit still and we'll send a properly trained cable tv remote AI technician over to you as soon as we can get it to recognize the buttons.
@cedricmuller
4 жыл бұрын
@37:00 « DL can understand the World itself » I have doubts .... big doubts... how would DL (or even better : RDL) understand that any object fall at the same speed without air resistance (without us knowing it) ?
@mrkiereb
3 жыл бұрын
Would then the meaning of life be to contribute to increasing the entropy of the universe as proposed by David/MIT? In other words, are we evolving to survive and to reproduce to be able to scale our energy dissipating systems? That would be consistent with the definition of energy consumption-based civilization's technological advancement scale proposed by Kardashev. Looking at the expected long-time rewards, we're not dissipating all of the potential energy available to humans now because it wouldn't be conducive to dissipating more energy in the future as we would want to use our resources more effectively towards expansion. Make Dyson spheres, not war
Пікірлер: 456