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AlphaFold: The making of a scientific breakthrough 

Google DeepMind
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The inside story of the DeepMind team of scientists and engineers who created AlphaFold, an AI system that is recognised as a solution to "protein folding", a grand scientific challenge for more than 50 years.
Find out more:
deepmind.com/alphafold
Protein references:
TBP = To be published
1BYI: Sandalova, T., et al. (1999) Structure of dethiobiotin synthetase at 0.97 A resolution. Acta Crystallographica Section D 55: 610-624.
3NPD: Das, D. et al. (2014) Crystal structure of a putative quorum sensing-regulated protein (PA3611) from the Pseudomonas-specific DUF4146 family. Proteins 82: 1086-1092.
5AOZ: Bule, P., et al. Structural Characterization of the Third Cohesin from Ruminococcus Flavefaciens Scaffoldin Protein, Scab. (TBP)
5ERE: Joachimiak, A. A novel extracellular ligand receptor. (TBP)
5L8E: Dharadhar, S., et al. (2016) A conserved two-step binding for the UAF1 regulator to the USP12 deubiquitinating enzyme. Journal of Structural Biology 196: 437-447.
5M20: Liauw, P., et al. Structure of Thermosynechococcus elongatus Psb32 fused to sfGFP. (TBP)
5W9F: Buchko, G.W., et al. (2018) Cytosolic expression, solution structures, and molecular dynamics simulation of genetically encodable disulfide-rich de novo designed peptides. Protein Science 27: 1611-1623.
6BTC: Mir-Sanchis, I., et al. (2018) Crystal Structure of an Unusual Single-Stranded DNA-Binding Protein Encoded by Staphylococcal Cassette Chromosome Elements. Structure 26: 1144.
6CL6: Buth, S.A., et al. (2018) Structure and Analysis of R1 and R2 Pyocin Receptor-Binding Fibers. Viruses 10.
6CP9: Gucinski, G.C., et al. (2019) Convergent Evolution of the Barnase/EndoU/Colicin/RelE (BECR) Fold in Antibacterial tRNase Toxins. Structure 27: 1660.
6CVZ: Loppnau, P., et al. Crystal structure of the WD40-repeat of RFWD3. (TBP)
6D2V: Clinger, J.A., et al. Structure and Function of Terfestatin Biosynthesis Enzymes TerB and TerC. (TBP)
6E4B: Tan, K., et al. The crystal structure of a putative alpha-ribazole-5'-P phosphatase from Escherichia coli str. K-12 substr. MG1655 (CASP target). (TBP)
6EK4: Brauning, B., et al. (2018) Structure and mechanism of the two-component alpha-helical pore-forming toxin YaxAB. Nature Communications 9: 1806-1806.
6F45: Dunne, M., et al. (2018) Salmonella Phage S16 Tail Fiber Adhesin Features a Rare Polyglycine Rich Domain for Host Recognition. Structure 26: 1573-1582.e4.
6M9T: Audet, M., et al. (2019) Crystal structure of misoprostol bound to the labor inducer prostaglandin E2receptor. Nature Chemical Biology 15: 11-17.
6MSP: Koepnick, B., et al. (2019) De novo protein design by citizen scientists. Nature 570: 390-394.
6N64: Birkinshaw, R.W., et al. Structure of SMCHD1 hinge domain. (TBP)
6N9Y: Kerviel, A., et al. (2019) Atomic structure of the translation regulatory protein NS1 of bluetongue virus. Nature Microbiology 4: 837-845.
6ORI: Spiegelman, L., et al. Enterococcal surface protein, partial N-terminal region (CASP target). (TBP)
6PX4: Krieger, I.V., et al. (2020) The Structural Basis of T4 Phage Lysis Control: DNA as the Signal for Lysis Inhibition. Journal of Molecular Biology 432: 4623-4636.
6QVM: Osipov, E.M., et al. Crystal structure of native O-glycosylated multiheme cytochrome cf with S-layer binding domain. (TBP)
6T1Z: Debruycker, V., et al. (2020) An embedded lipid in the multidrug transporter LmrP suggests a mechanism for polyspecificity. Nature Structural & Molecular Biology 27: 829-835.
6TRI: Rasmussen, K.K., et al. (2020) Revealing the mechanism of repressor inactivation during switching of a temperate bacteriophage. PNAS 117: 20576-20585.
6U7L: Minasov, G., et al. 2.75 Angstrom Crystal Structure of Galactarate Dehydratase from Escherichia coli. (TBP)
6UBL: Kosgei, A.J., et al. Structure of DynF from the Dynemicin Biosynthesis Pathway of Micromonospora chersina. (TBP)
6UK5: Alvarado, S.K., et al. Structure of SAM bound CalS10, an amino pentose methyltransferase from Micromonospora echinaspora involved in calicheamicin biosynthesis. (TBP)
6VR4: Leiman, P.G., et al. Virion-packaged DNA-dependent RNA polymerase of crAss-like phage phi14:2 (CASP target). (TBP)
6X6O: Shi, K., et al. (2020) Crystal structure of bacteriophage T4 Spackle as determined by native SAD phasing. Acta Crystallographica Section D 76: 899-904.
6XBD: Coudray, N., et al. Structure of MlaFEDB lipid transporter reveals an ABC exporter fold and two bound phospholipids. (TBP)
6YA2: Bahat, Y., et al. First structure of a glycoprotein from enveloped plant virus. (TBP)
6YFN: Rumnieks, J., et al. Expansion of the structural diversity of single-stranded RNA bacteriophages. (TBP)
6YJ1: Sobieraj, A., et al. (CASP target) Crystal structure of the M23 peptidase domain of Staphylococcal phage 2638A endolysin. (TBP)
7JTL: Flower, T.G., et al. (2020) Structure of SARS-CoV-2 ORF8, a rapidly evolving coronavirus protein implicated in immune evasion. Biorxiv.

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29 ноя 2020

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Комментарии : 1,1 тыс.   
@cyberanup07
@cyberanup07 3 года назад
Request : Please also consider making an 30-40 min version documentary of this with some more details of protein folding and nuances. I have watched AlphaGo documentary over and over again(i'm sure many others would have) , and still gives me goosebumps.
@maximgodzi2480
@maximgodzi2480 3 года назад
Totally agree on this! Really would support both financially and with any other possible efforts and resources the documentary like that. This is a unique topic to be covered!
@jean-pierrecoffe6666
@jean-pierrecoffe6666 3 года назад
I actually thought this was a teaser for something of this kind and was bitterly disappointed! The AlphaGo documentary is so damn good
@youngjin8300
@youngjin8300 3 года назад
I second this. Even willing to chip in if you are going crowd-funding.
@nirajabcd
@nirajabcd 3 года назад
Me too
@97kerala
@97kerala 3 года назад
Seconded!!
@vineetgundecha7872
@vineetgundecha7872 3 года назад
I wish this was longer with all the details!
@1231legomaniac
@1231legomaniac 3 года назад
I’m hoping they do a full documentary like they did with alpha go
@insomnia20422
@insomnia20422 3 года назад
the paper isnt released yet, so they are prob waiting for that to happen
@aldwintanner1386
@aldwintanner1386 3 года назад
@@1231legomaniac Same!
@Milanesium
@Milanesium 3 года назад
I wish it had any details. It began with telling us that protein are important and never exceeded that low level of information.
@idkanymore6634
@idkanymore6634 2 года назад
as a molecular biology major this is sick
@schneeekind
@schneeekind 3 года назад
4:04 coder starts running... NOW IT'S GETTING SERIOUS 😱😱😱
@gregh7457
@gregh7457 3 года назад
britches on fire. must find water
@davethepants
@davethepants 3 года назад
He's gonna merge to master! After him!
@yomajo
@yomajo 3 года назад
Bad food.
@SabbirAhmedSibli
@SabbirAhmedSibli День назад
For every technological revolution, there's an Indian or a Chinese Guy...
@sucim
@sucim 3 года назад
"The only thing I find more amazing than the rate of progress in AI is the rate in which we get accustomed to it" - Ilya Sutskever
@kinngrimm
@kinngrimm 3 года назад
Another aspect which to me, is worrying. If we can not see the incoming train as a threat how to avoid any dangers concerning it?
@lutZnrw
@lutZnrw 3 года назад
not a good quote
@sucim
@sucim 3 года назад
@@lutZnrw Not a good criticism ;) Tell us why and we can discuss it
@johndoesson
@johndoesson 3 года назад
"the AI effect", look it up.
@siinxx7656
@siinxx7656 3 года назад
"AI is technically an expantion of our capability to process and order information. So it would be unlikely that AI was unfamiliar to us." - Me (sorry forgot to mark the quote)
@neousagi
@neousagi 3 года назад
As a protein chemist and structural biologist, I truly am impressed and congratulations to the DeepMind / Alpha Fold team. This is a major advancement and if you are taking requests, please present a solution structure for apolipoproteins. Their lipid-free state has defied analysis for over 50 years and it would be terrific to have a validated base structure to build upon.
@serenolopez-darwin1975
@serenolopez-darwin1975 2 года назад
I don't understand the distinction between AlphaFold and Rosetta. I'm not a structural biologist but hasn't Rosetta already been doing computational protein structural prediction for years?
@neousagi
@neousagi 2 года назад
@@serenolopez-darwin1975 Structural prediction software like Rosetta have been instrumental in identifying structural domains and conformational states that were not anticipated and led to re-evaluation of data and a more clear idea of the shapes proteins may be adopting and how they may be doing their jobs. But no insult intended to the Rosetta software team but the algorithm(s) used don't necessarily result in a model or set of models that conform to reality. Often the more likely answer is what shape a molecule can adopt, not what conformation it does adopt. What Alphafold does is increases the "accuracy" of the estimated shape tremendously, although I predict that proteins with multiple conformational states or that are highly adaptive will still be elusive targets. A good example are lipoproteins.
@serenolopez-darwin1975
@serenolopez-darwin1975 2 года назад
@@neousagi Yes I assume that even with google's computing power, IDPs are just too intense to simulate unless MD gets really accurate really fast. Rosetta seems to work fairly well for de novo design though, if only of super-stable proteins. I know it has the issue of trending towards extreme energy favorability while natural proteins don't always, does AlphaFold predict less stable crystal structures accurately?
@neousagi
@neousagi 2 года назад
@@serenolopez-darwin1975 To address your question, first there are three basic areas of protein structural analysis: X-ray crystallographers, computational predictive analysts, and wet lab empirical analysts. Consistently these approaches yield different results for proteins with multiple or dynamic structures. The primary reason is that x-ray crystallography identifies the ground state or unit structure that is most prevalent near ground state. Software algorithms are designed to reproduce x-ray structures (as reported here for AlphaFold) and empirical analysis generally evaluates the native fold, which is not necessarily ground state. Viral fusion proteins are another good example of molecules whose native fold is not the same as their ground state fold. So often empirical data will not match X-ray or predictive analysis and therein lies a core debate in the field. Because X-ray and predictive analysis can display a protein's structure down to atomic level resolution in beautiful ribbon structures, they present convincing impressions of how molecules might fold. So the breakthrough with AlphaFold is not so much that they solved all structures but that they have created ground state prediction that is accurate enough to match crystallographic data. To my knowledge, this does not solve the gap between X-Ray crystallography and empirical data analysis (chief amongst them are the NMR, EPR, and spectrographic scientists).
@serenolopez-darwin1975
@serenolopez-darwin1975 2 года назад
@@neousagi Ah, I've revealed the depth of my ignorance here, I didn't realize that crystal structures are also always ground state (I'm a computational scientist specialized in genomics and so am entirely unfamiliar with the actual experimental methods of XRC). I always heard that conformation to crystal structure was the gold standard of structural prediction but didn't realize the high-stability problem extended even beyond computational analysis to XRC as well. Thanks for the clarification, maybe now I won't seem so dumb when I talk to the proteomics folks lol
@TimHuettner
@TimHuettner 3 года назад
Please make the background music louder, I can still kind of hear what the people are saying.
@ginak1462
@ginak1462 3 года назад
You would think that Google has the budget for good video editing, but I guess they spent it all on AI... :P
@AgingsAProblemFPS
@AgingsAProblemFPS 3 года назад
Is this sarcasm?
@grandpaobvious
@grandpaobvious 3 года назад
Maybe you have some high frequency hearing loss.
@joannot6706
@joannot6706 3 года назад
@@AgingsAProblemFPS No sheldon, it's not.
@bloodaid
@bloodaid 3 года назад
@@joannot6706 hey man, let the AI learn
@danielyum930
@danielyum930 3 года назад
Absolutely huge... props to developers. Look forward to history in the making.
@theunofficialfordyfunclub1761
@theunofficialfordyfunclub1761 3 года назад
Huge? That’s what she said
@Deez-Master
@Deez-Master 3 года назад
I have been waiting on the next bombshell from deepmind and oooooh boy did they ever deliver!! Being on the life science field myself I can appreciate how absolutely monumental this achievement is
@ishtarcephei5054
@ishtarcephei5054 3 года назад
Please, elaborate your answer as to possible utilization scenarios. If I may say it this way, if we have the biomedicine equivalent of a 3d printer and right materials, does this mean we can synthesize combative medicine on a need basis?
@bobbiebailey9067
@bobbiebailey9067 3 года назад
04:01 Demis: "We need to double down and go as fast as possible from here" 04:04 Pushmeet: sprinting through the lobby, here I come bossss Jokes aside
@mehulgoel5875
@mehulgoel5875 3 года назад
i question your being in the life science field @DeezMaster seeing what youtube channels you've subscribed to
@nick111138
@nick111138 3 года назад
@@mehulgoel5875 Pretty idiotic comment btw. How does the selection of people he watches affect his career? The height of petty.
@vblaas246
@vblaas246 3 года назад
@@nick111138 Agreed. Still.. his answer is so generic. On topic: would be useful for folding transmembrane proteins, that are hard to crystalize and solve the structure of by means of x-ray crystalography. If this can be used for that.
@Cabothedog14
@Cabothedog14 3 года назад
I'm 21 years old, and this is without a doubt one of the biggest scientific advancements in my lifetime
@thisismyalias
@thisismyalias 3 года назад
It is and Im so happy to read a comment acknowledging this!
@NextFuckingLevel
@NextFuckingLevel 3 года назад
I know right.. Yesterday GPT-3, now its AlphaFold2
@PulsatingShadow
@PulsatingShadow 3 года назад
KEEP YOUR FOOT ON THE PEDAL
@hedf
@hedf 3 года назад
In everyones. AI is the next big industrial revolution. First came fossil fuels, and steam engine, mass production, computing, automatization, internet, then ai
@aheinstein291
@aheinstein291 3 года назад
@Billy Bob If you don't see any breakthrough here I highly recommend to read up on the impact of knowing protein structure and then to look into the CASP14 results of AlphaFold.
@10HW
@10HW 3 года назад
you know we all want a 48min to 1h30 documentary with slow motions, drone shots and epic music
@tensevo
@tensevo 3 года назад
No mate, I just want to know what they are talking about.
@10HW
@10HW 3 года назад
​@@tensevo 1- Go watch the AlphaGo documentary. 2- Educate yourself on Google's "Deepmind" department 3- Come back to watch this. You'll have a bit more context.
@bxlawless100
@bxlawless100 3 года назад
I love great scientific achievements. The few people who recognize them in this world applauded your life long efforts!
@0Amaretto0
@0Amaretto0 2 года назад
:-D That comment makes you even more stupid than the people in this movie!
@user-ol5bj4dm2v
@user-ol5bj4dm2v 2 года назад
@@0Amaretto0 I bet you wouldn't say that to their face now, would you, coward?
@0Amaretto0
@0Amaretto0 2 года назад
@@user-ol5bj4dm2v Hm? Why wouldnt i? Its the truth. I am known for spitting the truth.
@LegionN7709
@LegionN7709 3 года назад
Congratulations and thank you to the DeepMind team for pushing science forward!
@everlearnercaveman3990
@everlearnercaveman3990 3 года назад
A paradigm shifting moment in our lifetime. Congratulations to all DeepMind team!
@Shapedef
@Shapedef 3 года назад
Congratulations to the Deep Mind team for solving this previously unresolved problem! Fantastic work.
@scottwarren4998
@scottwarren4998 9 месяцев назад
I wish they could try to improve alpha zero-chess so it can defeat stockfish 16-chess in a 1000 game match
@nathanlaird
@nathanlaird Год назад
Indeed, "What will be the next surprise?" is the chief motivator of life. Curiosity and discovery. Excellent work.
@EngineeringArchiTECHure
@EngineeringArchiTECHure 3 года назад
This video gave me goosebumps. Kudos to amazing work, documentation of the journey and music. I wish they make a full documentary like AlphaGo.
@pacman7959
@pacman7959 3 года назад
I haven't a clue what these geeks are talking about but the music sounds like they've are solving a massive problem. Good luck geeks.
@furiousfajitaa2367
@furiousfajitaa2367 3 года назад
Good luck pac man
@PascalKeys
@PascalKeys 3 года назад
These are nerds, not geeks.
@dionbridger5944
@dionbridger5944 3 года назад
Hop - Deep Learning Skip - Nanotechnology Jump - Singularity
@philosophyman
@philosophyman 3 года назад
then we will find another problem to bound after. unless the singularity kills us.
@B2359
@B2359 3 года назад
But all of these techniques are symbiotic : you can’t have quantum computers without jumps in nano fabrication techniques etc
@dionbridger5944
@dionbridger5944 3 года назад
@@philosophyman Singularity doesn't mean we have no challenges left. But it does mean we can have more and better choices.
@shinseiki2015
@shinseiki2015 2 года назад
let's goooooooooooooooooooooooooooooooooooo
@Dendus90
@Dendus90 3 года назад
@DeepMind are you going to publish a second video to give a more detailed explanation of how the model is implemented and what kind of improvement did you implement to solve the protein fold problem?
@Deez-Master
@Deez-Master 3 года назад
The still have yet to publish their paper on it, give them some time I guess
@Dendus90
@Dendus90 3 года назад
@@Deez-Master, I am fully aware of that. I just wanted to emphasize that it would be great to see a proper paper review given by the authors (it would be like Einstein explaining general relativity). Obviously, I can do it by myself or wait for some RU-vidrs to prepare one. Still, it would be much more interesting to see the authors describing their project emphasizing all the moments when they struggled and how they figured out the solution.
@asifdomo500
@asifdomo500 3 года назад
@Adam Dendek ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-B9PL__gVxLI.html this is from Yannic Kilcher, he explains paper and many research in this area. Who explained quite in details the abstract from Alpha Fold. Fun fact one of the woman engineer u saw in the video, was an intern under him :P
@adityapatil325
@adityapatil325 3 года назад
I think it is a graph nn based transformer
@thert.hon.thelordnicholson7261
@thert.hon.thelordnicholson7261 3 года назад
@@asifdomo500 fun fact: "woman engineers" are called engineers
@danielelkadi3499
@danielelkadi3499 3 года назад
Fantastic and inspiring work. There are handful of people who are genuinely changing the world for the better and I believe you guys are one of them!
@GodfatherRush
@GodfatherRush 3 года назад
I don't know why but i feel so happy for them.
@ApexMark2002
@ApexMark2002 3 года назад
What a triumph! Congratulations to everyone involved, and humanity thanks you for your efforts.
@folarinosibodu
@folarinosibodu 3 года назад
Congrats to the team for doing really complex and difficult work.
@gomideadriano
@gomideadriano 3 года назад
Congratulations! Your achievement really brought me to tears of deep joy!
@rangergun
@rangergun 3 года назад
FOLDING AT HOME TEAMS HAVE LEFT CHAT
@default2826
@default2826 3 года назад
Folding at home will work even better now, they will hopefully create an AlphaFold package that you can run on your gpu for increased accuracy and speed compared to traditional methods.
@Amipotsophspond
@Amipotsophspond 3 года назад
they also likely help make the training data for this Ai's formula is basically (training data) + GPU = Magic.
@octavianc.2569
@octavianc.2569 3 года назад
@@default2826 hopefully!
@sofia.eris.bauhaus
@sofia.eris.bauhaus 3 года назад
@@default2826 that would be amazing.
@prescod
@prescod 3 года назад
@@default2826 If the price drops sufficiently, the complexity of Folding@home may not be worth it.
@zaidsal5438
@zaidsal5438 3 года назад
Thank you for your service guys. The world appreciates it
@taiebshahalizade9115
@taiebshahalizade9115 3 года назад
Deepmind: Humanity, we discovered how the proteins fold up! Humanity: 240K views .
@herauthon
@herauthon 3 года назад
pull, vibrate...virbrate.. bend..bend.. automode..hmm..ok, it's spaghetti . .
@herauthon
@herauthon 3 года назад
@@8joeb219 i installed foldit a few times also with the corona viral protein code but.. it was .. limited partly locked .. why?
@BoulderConnoisseur
@BoulderConnoisseur 3 года назад
@@taiebshahalizade9115 I agree, this company has clearly worked tirelessly over the past year to establish this revolutionary software. Making it open source straight away is a bit of a kick in the nuts, let them get their due share.
@danielbuckland4329
@danielbuckland4329 3 года назад
@@8joeb219 Yeah, Imagine pushing this to github
@richhobo1216
@richhobo1216 3 года назад
@@8joeb219 I imagine they're still refining it and once they're satisfied with its reliability and accuracy they'll commercialize it in some way. I doubt they'll release it for free after dumping so many resources into it. And if I'm being honest, I think they would be completely justified in charging a fee
@Enchantaire
@Enchantaire 3 года назад
Congratulations to everyone in the team, that's a significant milestone
@scatteredvideos1
@scatteredvideos1 3 года назад
Based off their actual data the folding problem isn't solved yet but they are damn close. If they keep on finding tricks (like they did with epistatitic data) to better teach the ML algorithms they will have this solved within a couple years. Keep up the good work.
@zack_120
@zack_120 Год назад
make sense
@squamish4244
@squamish4244 10 месяцев назад
Since then, a number of other protein-folding programs have made their debut. They are all faster. AlphaFold 2.3.2 is currently the most up-to-date.
@lorenzweb
@lorenzweb 3 года назад
Those crescendo cellos in the background hit me. Almost shed a tear. Then the Email response happend at 6:50
@donovangumbo388
@donovangumbo388 3 года назад
Congratulations. I can imagine the feeling of success after 14 years. All the best
@scrawnymcknucklehead
@scrawnymcknucklehead 3 года назад
Incredible work, congratulations! Hoping for a full documentation like AlphaGo!
@TheAIEpiphany
@TheAIEpiphany 3 года назад
04:01 Demis: "We need to double down and go as fast as possible from here" 04:04 Pushmeet: sprinting through the lobby, here I come bossss Jokes aside
@user-sm2fz1zh5h
@user-sm2fz1zh5h 3 года назад
FOLDING AT HOME TEAMS HAVE LEFT CHAT
@Ixions
@Ixions 3 года назад
This is both incredibly amazing and unnerving. Deep learning has now demonstrated specialized super intelligence beyond rudimentary game theory... The box is being opened and who knows what applications will be developed/ are being developed outside of the public eye.
@sinkler123
@sinkler123 3 года назад
Congratulation ! Looking forward to a longer video/blog/talk with some more details for us non casuals. ;) Thanks !
@driziiD
@driziiD 3 года назад
it's amazing how many consistent breakthroughs deepmind is making!
@Artaxerxes.
@Artaxerxes. 3 года назад
How exactly does Google brain fit into all of this. What do they do
@aurealacerdacancado1512
@aurealacerdacancado1512 2 года назад
Maravilha. Estou amando poder acompanhar a pesquisa de vocês. Muito obrigada! 😀👍🏻
@jishnuchatterjee6517
@jishnuchatterjee6517 3 года назад
Never has a group of people looked more like how I'd imagined they would, if I'd only been given their job descriptions.
@ABLuna712
@ABLuna712 3 года назад
LMAO so trueee
@sapitron
@sapitron 3 года назад
I hope they are not incels
@CastaneaMa
@CastaneaMa 3 года назад
@@sapitron some of them might sadly be
@mythrin
@mythrin 3 года назад
@@CastaneaMa Even if they are they shouldn't be grouped together with people like twitch mods because they're actually geniuses who are contributing much to humanity.
@tommyhagberg5261
@tommyhagberg5261 3 года назад
So what??? You should be very grateful that such people exist...so we all can have a better life!
@gauravbhokare
@gauravbhokare 2 года назад
This is mind-blowing, inspiring! What a time to be alive.
@oscar6082
@oscar6082 2 года назад
I studied Biochemistry in 2000, and macromolecules structure was one of the hardest subjects. Glad for this breakthrough finally arrived and looking forward to seeing real-life applicaitons and industry applied technologies soon.
@egor.okhterov
@egor.okhterov 3 года назад
"the DeepMind team presents its approach on 1 December"
@zeronothinghere9334
@zeronothinghere9334 3 года назад
Where did you find this o.o
@egor.okhterov
@egor.okhterov 3 года назад
@@zeronothinghere9334 From the nature article
@LKRaider
@LKRaider 3 года назад
It is today where is it !!! Hype
@paulb1953
@paulb1953 3 года назад
www.nature.com/articles/d41586-020-03348-4
@rushgear6614
@rushgear6614 3 года назад
i think I've seen you on cf?!
@clarkh3314
@clarkh3314 3 года назад
You guys are so amazing and inspiring, thank you so much for the work you do for humanity. I really hope I can use AlphaFold to model different maternal transcription factors binding together on a segment of DNA for my research.
@markoliver6189
@markoliver6189 3 года назад
It's ALL about the chart at 7:26. Amazing!
@dinoanastasopoulos8511
@dinoanastasopoulos8511 2 года назад
This is absolutely incredible, well done to everyone involved!!
@santiagoespada7533
@santiagoespada7533 3 года назад
What a time to be alive!
@alphacore4332
@alphacore4332 3 года назад
*two minute paper intensifies*
@basedandchristpilled
@basedandchristpilled 3 года назад
as someone who has a deficiency which causes protein misfolding in the liver, i greatly appreciate contributions in science like this. and hope there will be more studies like this in the future to prevent diseases...unfortunately things like treatments and "cures" are really expensive but these are still incredible strides anyway!
@crystalrowe800
@crystalrowe800 3 года назад
As an aspiring Biochemist I am excited to see the final result!!!!!.... It just makes science even more exciting
@esragbilir
@esragbilir 2 года назад
Outstanding! Excited about the future of treatments I can offer to my patients
@soggychip6302
@soggychip6302 2 года назад
I use AlphaFold for my biochemistry research! Amazing stuff, I used it to predict whether a mutation on a specific amino acid site would be possible on a beta-glucosidase enzyme and after weeks of work - the mutation actually expressed!
@darx7852
@darx7852 2 года назад
Really?? How did you get access to alphafold? I want to deduce a structure, where do I submit?
@zeinfahrozi7828
@zeinfahrozi7828 3 года назад
Imagine they can make 2D Waifu based on Virtual Protein.
@jackriver1999
@jackriver1999 3 года назад
The important questions in life
@cromeaxe
@cromeaxe 3 года назад
I need 10's of these
@asterlofts1565
@asterlofts1565 3 года назад
Maybe in 50 or 60 years in the future.
@MikeKleinsteuber
@MikeKleinsteuber 3 года назад
Really nicely made piece covering an extremely complex subject.
@Myrslokstok
@Myrslokstok 3 года назад
Amazing stuff, we know when Demis say we have gone AGI we are in a knew world in the making.
@beholdthechris
@beholdthechris 3 года назад
Congratulations to the whole team at DeepMind. This is an incredible achievement. If you could also create an ai to predict the interactions between different structures, that would open up even more possibilities for custom protein design.
@0Amaretto0
@0Amaretto0 2 года назад
Archievment??? :-D IS that a joke? They made up a an idea and needed 50 years to solve their OWN IDEA!!! This couldnt be more funny stupidity... :-D
@aedaldaniel
@aedaldaniel Год назад
@@0Amaretto0 what have you achieved in your life little man? What knowledge did you give to humankind?
@aedaldaniel
@aedaldaniel Год назад
@@0Amaretto0 you know you’re being a piece of hot fuming garbage who thinks he’s a genius.
@0Amaretto0
@0Amaretto0 Год назад
@@aedaldaniel I AM life. And i give the highest knowledge that could ever be recieved. But what has it to do with the topic?
@aedaldaniel
@aedaldaniel Год назад
@@0Amaretto0 that explains it your knowledge can be received and understood by worms because you produce worm knowledge. Congrats 🎉
@markwilliams5654
@markwilliams5654 3 года назад
When we all work together amazing things happen
@lkocevar
@lkocevar 3 года назад
I was weeping while I heard the news. This IS a game changer!
@luisperdigao6204
@luisperdigao6204 3 года назад
Congratulations. You solved the static problem. Now we need to find out how the proteins work and move, the dynamics.
@BardCanning
@BardCanning 3 года назад
The machine of the world runs to power endeavours such as this. I hope you all know how important you are to humanity as a whole.
@pjacobsen1000
@pjacobsen1000 3 года назад
Towards the end of this event, the competing teams just completely folded.
@ClayMann
@ClayMann 3 года назад
you could say they were pro team folding. I'll get my coat.
@pjacobsen1000
@pjacobsen1000 3 года назад
@@ClayMann That kind of humor works for me. :-)
@thert.hon.thelordnicholson7261
@thert.hon.thelordnicholson7261 3 года назад
i guess you've got to know when to hold em, and when to fold em
@gbpferrao
@gbpferrao 2 года назад
the level of these animations is outstanding
@FalguniDasShuvo
@FalguniDasShuvo 3 года назад
Congratulations to the team! Great work!
@joseortiz_io
@joseortiz_io 3 года назад
1:03 That Marriages band shirt!🤘
@arian105
@arian105 3 года назад
Congratulations to the whole team, Shoutout to Sardarji, Love and respects from India.
@user-fhdiro6
@user-fhdiro6 3 года назад
Hats off again from a long time StarCraft fan. This time you’re saving the world!
@onsemiro7988
@onsemiro7988 3 года назад
Awsome! Deepmind, you did a really incredible job ever! I respect you, and look forward the next steps of you!
@jambalaya201
@jambalaya201 3 года назад
I swear this group of people emits intelligence. I would give everything to spend one week with them and just listen and observe.
@kimtaylor6149
@kimtaylor6149 3 года назад
Thanks simply amazing and thank you, all of you!
@TheComicChild
@TheComicChild 3 года назад
The way the video is spliced together makes everything rather exciting; running around, standing in circles for group meetings, etc. In this group of seemingly very clever people, I find it remarkable to see 26-27 years of work crunched into 8 minutes.
@TheComicChild
@TheComicChild 3 года назад
I also still have very little idea what CASP is and how AI relates to protein folding.
@jordan-ho7gt
@jordan-ho7gt 3 года назад
@@TheComicChild by statically manipulating we can predict through patterns, how they move, why they move etc.
@stylersimon1
@stylersimon1 3 года назад
I hope y'all be joining my "How to make Simon rich af" science competition this year?
@stylersimon1
@stylersimon1 3 года назад
@Grandfather_Din_Racket Yeah i am quite a stochsatic benchmark but that‘s where the fun starts
@tylerknight99
@tylerknight99 3 года назад
This is actually the true story of how Google was founded
@rRobertSmith
@rRobertSmith 3 года назад
an open source AI that is a stock traders best friend is right around the corner (within 2 years)
@nathanvanderriet209
@nathanvanderriet209 3 года назад
Remember learning about protein structures in school and asking exactly if we couldn't just figure it out from the base sequence since it was deterministic. Of course my teacher told me that would never be possible due to the complexity. Glad "never" just means a few decades in the scientific fields
@forcanadaru
@forcanadaru 3 года назад
Pls, nominate for the Noble Prize, this work deserves it!
@oguzhancakar1194
@oguzhancakar1194 3 года назад
You are so inspiring. Excellent work.
@dprophecyguy
@dprophecyguy 3 года назад
Why does it sound like Interstellar Docking Scene ?
@egor.okhterov
@egor.okhterov 3 года назад
Because it is on that level
@mak5386
@mak5386 3 года назад
Y do I hear boss music?
@iori7370
@iori7370 3 года назад
7:30 peep the dudes background reminds me of the bookshelf scene from interstellar, as if someone going to give him a morse code to asi through small movements of the books from other dimensions.
@alaeifR
@alaeifR 3 года назад
The "next surprise" is the Paperclip Accumulator scenario.
@subhrodeepsaha9245
@subhrodeepsaha9245 3 года назад
Amazing stuff. Just starting out in the field of structural biology this year.
@antronx7
@antronx7 Год назад
The music is really well done in this video.
@nano7586
@nano7586 3 года назад
Making DeepMind open-source will be revolutionary for us biologists/biotechnologists.. so please do so.
@StevenKger
@StevenKger 3 года назад
They surely dumped millions and millions of $$$, time and dedication into this. You can't expect them to just give it away for free. This is not how the world works and they should reap the fruits of their labor.
@nano7586
@nano7586 3 года назад
@@StevenKger I'm sorry. In that case I hope that everybody profits from it as well as possible.
@Shadowbladekokotil
@Shadowbladekokotil 3 года назад
Damn, this made me emotional and proud for our kind...
@subhrodeepsaha9245
@subhrodeepsaha9245 3 года назад
Structural biologists, computational biologists or computer scientists?
@Shadowbladekokotil
@Shadowbladekokotil 3 года назад
@@subhrodeepsaha9245 Humankind.
@subhrodeepsaha9245
@subhrodeepsaha9245 3 года назад
@@Shadowbladekokotil Was so caught up in the science that I didn't realize something so obviouse 😅😅😅 How stupid of me 😂
@robshift
@robshift 3 года назад
Congratulations. Absolutely amazing achievement.
@neurophilosophers994
@neurophilosophers994 3 года назад
I once asked Deep Mind hypothetically about using their algorithms for Gene sequencing. But I forget they replied something like they couldn’t work with data they didn’t have access to and other good reasons. Had no idea they were working on this biology breakthrough... amazing
@NextFuckingLevel
@NextFuckingLevel 3 года назад
Waiting for the chinese version of CASP14, Because it would be a sign that the Chinese gov and academia are pursuing AGI too
@jossebrussels
@jossebrussels 3 года назад
Hi there, I work at the MailOnline, can we use your video in our player with a credit back to you? many thanks, Phil
@Google_DeepMind
@Google_DeepMind 3 года назад
Hi Philip - sure, usage with credit is fine! Thanks
@Adeshgrg
@Adeshgrg 20 дней назад
More please, a documentary like the AlphaGo one, it was amazing
@joey1772
@joey1772 3 года назад
This is epic!! I'm very excited to see what becomes possible with this technology.
@LionheartBeatz
@LionheartBeatz 3 года назад
And they thought it was just about chess & go :)
@Alexander-dt2eq
@Alexander-dt2eq 3 года назад
and they have seen nothing... this is just the very start.. imagine AI solving math problems by "playing" around with formula and structure. Lets do AlphaMath
@lolerie
@lolerie 2 года назад
@@Alexander-dt2eq you do not need an AI for this...
@scubasteve273
@scubasteve273 3 года назад
Please, a round of applause for the 46 people that believe coronavirus isn't real. Great work, PLEASE keep working on this😍
@themagic8310
@themagic8310 3 года назад
That's great work... congratulations Team AlphaFold.
@hammond1994
@hammond1994 3 года назад
Such very important and significant work.
@sebbecht
@sebbecht 3 года назад
Awe inspiring! Thank you for working so hard for man kind. A little more fuel to finish writing my PhD...
@numspacsym
@numspacsym 3 года назад
Great job 👏🏼👏🏼👏🏼👏🏼 and congratulations to the Deep Mind team! Could y’all please please please make a full-length documentary feature on this epic saga like you did with AlphaGo? That would be bloody awesome! People please like this comment if you agree! 🙏🏼
@azmodanpc
@azmodanpc 3 года назад
Syndicate videogame picture behind Demis back @7:10 : My man! Played that game on the Amiga for a long time. Guy's a friggin genius.
@spinefex
@spinefex 3 года назад
This is an amazing milestone for humanity.
@arian105
@arian105 3 года назад
Hyy Deep Mind.. Great going But just wanted to let you know that ur logo looks like Doordarshan 😆😍
@davidchavez657
@davidchavez657 3 года назад
Me in CptS 121 writes an algorithm to reverse a string: This
@andrefalcao3015
@andrefalcao3015 3 года назад
This is huge on so many levels, that I have no words. It is a total game changer. Many people will be desperate as Kodak was when digital photography became mainstream
@LunaCypher334
@LunaCypher334 3 года назад
I made a stylegan2 image set from protein images earlier this year, so cool to see deepmind doing the real thing! Congratulations :)
@moonboy5851
@moonboy5851 3 года назад
I don’t believe you.
@aminromero8599
@aminromero8599 3 года назад
37 structural biologists disliked the video 😂
@somilsharma3249
@somilsharma3249 3 года назад
🤣🤣🤣
@airman122469
@airman122469 3 года назад
And a software engineer that also understands how useless this actually is. It sounds cool, but it’s not actually useful given there’s a ton of effects fully ignored.
@asterlofts1565
@asterlofts1565 3 года назад
@@airman122469 Well it's just the beginning... let's wait until 2022 and 2024 to see how all this progresses.
@JohelSouza
@JohelSouza 18 дней назад
And here we are at 2024 and it’s great!
@aaronvr_
@aaronvr_ 3 года назад
I think I've discovered enough seeing you wear those crocs at home
@benredan2117
@benredan2117 3 года назад
Congratulations DeepMind! A staggering achievement :)
@mallikarjunpatil7816
@mallikarjunpatil7816 3 года назад
Only yesterday I was reading a book about nanotechnology and authour has stated that predicting the protein folding is major problem and then today I saw this video.Solving this problem is going to open lot of opportunities in nanotechnology.
@Fhhbfdeehhf
@Fhhbfdeehhf 3 года назад
this is legit one of the biggest advances in human history
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