Deep Learning: A Crash Course (2018) | SIGGRAPH Courses

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ACMSIGGRAPH

ACMSIGGRAPH

День тому

Deep learning is a revolutionary technique for discovering patterns from data. We'll see how this technology works and what it offers us for computer graphics. Attendees learn how to use these tools to power their own creative and practical investigations and applications.
Originally presented at SIGGRAPH 2018.
PRESENTER
Andrew Glassner, The Imaginary Institute
LEARN MORE
ACM DIGITAL LIBRARY: dl.acm.org/doi/10.1145/330536...
ACM SIGGRAPH: www.siggraph.org/

КОМЕНТАРІ: 516
@plague0
@plague0 2 роки тому
i fall asleep with youtube on and now im waking up to this lmao
@patrickstar6533
@patrickstar6533 2 роки тому
lmaoo same
@dheerajrao3776
@dheerajrao3776 2 роки тому
Swear to God same
@truememe3445
@truememe3445 2 роки тому
Same lol
@legaldinho
@legaldinho 2 роки тому
Indeed! Me too
@GrrrGrrr123
@GrrrGrrr123 2 роки тому
me too
@Raymondcraw1967RaymondCrawley
@Raymondcraw1967RaymondCrawley Місяць тому
In 2024, Don't set new year financial goals without consulting a financial adviser. Their expertise ensures a solid plan for success. Building wealth involves developing good habits like regularly putting money away in intervals for solid investments.
@BrewerVera
@BrewerVera Місяць тому
Thanks for the advice! I'm new to financial planning and wasn't sure where to start. Any tips on finding a reliable financial adviser or resources to guide beginners?
@FaithAndrada-xo9ou
@FaithAndrada-xo9ou Місяць тому
I completely understand the impact of the new year on financial decisions-it's transformative. While I've found success in investing, especially with the guidance of my advisor, Lisa Angelique Abel, I still appreciate the solid foundation i had. This principles align with the core values of financial discipline.
@AndersonFair-cy2bb
@AndersonFair-cy2bb Місяць тому
How can I get in touch with your financial consultant?
@FaithAndrada-xo9ou
@FaithAndrada-xo9ou Місяць тому
Just take a look at her full name on the internet. She is well known so it shouldn't be hard to find her.
@AndersonFair-cy2bb
@AndersonFair-cy2bb Місяць тому
I looked up her full name online and found her page. I emailed and made an appointment to talk with her; hopefully, she gets back to me.
@marvin8656
@marvin8656 10 місяців тому
i watched food Theory and sleept away know im 3hours inside deep learning
@DroolRockworm
@DroolRockworm 8 місяців тому
Beautiful
@josepadilla-dv3ld
@josepadilla-dv3ld 7 місяців тому
I literally had the same thing happen to me 😂
@asoggyflipflop
@asoggyflipflop 7 місяців тому
Same thing
@MyArtFolio
@MyArtFolio 7 місяців тому
YOO SAME BUT I SHARED THIS VID TO LIKE 30 RANDOM PEOPLE
@disastreee
@disastreee 7 місяців тому
im 1:47:57 learning very deeply this morning
@louis9116
@louis9116 Рік тому
If I had to choose only 1 video to watch on Deep Learning on UKposts I would, without a doubt, pick this video. Superb teaching style.
@learningjavawithharunijaz5992
@learningjavawithharunijaz5992 4 роки тому
Thank you Professor, for saving the time to browse the topics individually online
@leixun
@leixun 3 роки тому
*My takeaways:* 1. Artificial Intelligence (AI) vs Machine Learning (ML) vs Deep Learning (DL) 4:36 2. What is intelligence 6:27 3. Deep learning applications 7:05 4. Unsupervised learning, reinforcement learning and supervised learning 11:04 5. Training and test, with examples 16:28 6. Classification, k-mean classifier 31:05 7. Neurons 35:35 8. Fully-connected layers 40:45 9. Activation functions, softmax 46:16 10. Loss, cost 52:12 11. Gradient descent 55:45 12. Backpropagation 1:03:30 13. Learning with gradient descent, learning rate, convergence 1:07:46 14. Data 1:19:36 15. Dimensionality reduction, Principal Components Analysis (PCA) 1:21:22 16. Evaluating accuracy: across-validation 1:27:30 17. Overfitting and underfitting, regularization (e.g. dropout) 1:48:10 18. Convolution, with examples 2:01:55 19. Autoencoder, latent variables, variational autoencoder, denoising 2:33:00 20. Reinforcement learning, Q learning 2:46:38 21. Recurrent Neural Networks 2:54:25 22. Generative adversarial networks (GANs), deep dream, style transfer 2:58:22 23. Ethics 3:20:46
@adiflorense1477
@adiflorense1477 3 роки тому
That interesting
@gaoelnlaojehc8913
@gaoelnlaojehc8913 3 роки тому
@@leixun Thanks for timestamps. Im not sure it is a takeaway
@pallabmishra8186
@pallabmishra8186 3 роки тому
Imk
@pallabmishra8186
@pallabmishra8186 3 роки тому
Imk
@pallabmishra8186
@pallabmishra8186 3 роки тому
@@adiflorense1477 9ijjk9lmmk08om
@MarcusFred-wn3iv
@MarcusFred-wn3iv 8 місяців тому
Been watching, listening, and paying attention to all of predictions and forecasts since early Covid. He hasn't disappointed yet 👌
@BrunoLuke
@BrunoLuke 8 місяців тому
Well said! I am also here to learn how to invest after listening to a lady on tv talk about the importance of investing and how she made 7 figures in 3 months, somehow the video taught me nothing and left me even more confused, I'm a newbie and I'm open to ideas on how to invest for retirement
@MarcusFred-wn3iv
@MarcusFred-wn3iv 8 місяців тому
@@BrunoLuke lookup KRISTIN GAIL CUNNINGHAM , this is her name online, she's the real investment prodigy since the crash and has helped me recover my loses
@BrunoLuke
@BrunoLuke 8 місяців тому
@@MarcusFred-wn3iv Despite the economic crisis and the rate of unemployment now is the best time to invest
@MarcusFred-wn3iv
@MarcusFred-wn3iv 8 місяців тому
@@BrunoLuke Investment now will be wise but the truth is investing on your own will be high risk. I think it will be best to get a professional👌
@BrunoLuke
@BrunoLuke 8 місяців тому
@@MarcusFred-wn3iv Thank you, Going through her profile on her webpage out of curiosity, and surprisingly she seems proficient. I appreciate this.
@utkumertt
@utkumertt 4 роки тому
I opened the video by mistake and now I can not leave. Good presentation!
@sakshibhatia3898
@sakshibhatia3898 3 роки тому
Imagine if all profs were these enthusiastic...
@Kassem_Bagher
@Kassem_Bagher 3 роки тому
There is always an answer to every question that pops into my head! Can't thank you enough 👏🏼
@anotherplatypus
@anotherplatypus 7 місяців тому
Felt like a 3.5 hour Ted Talk... that guy is such a rare, damned good, CS teacher... wow.
@MrDXCool
@MrDXCool 4 роки тому
Thank you so much! It helped me get a general idea about the basic ideas of deep learning.
@Mac_Daffy
@Mac_Daffy 5 років тому
single best thing I‘ve seen on the internet today (after watching 3 hours there wasn‘t much time left to browse the others).
@macdeep8523
@macdeep8523 4 роки тому
one day will be able to swim and travel in deep learning sea
@neowakeup1100
@neowakeup1100 4 роки тому
sarcasm made me press back
@dadoindia9184
@dadoindia9184 3 роки тому
@@macdeep8523 oooooooooooo jooooooooo jooooooooooooooooj jj j j j j jjjj jjz 5kooooooookokoooookook ³3upoooooooooooooooo
@silteczneuerkanal6764
@silteczneuerkanal6764 9 місяців тому
Jun k😊
@clearwavepro100
@clearwavepro100 5 років тому
Thank you Andrew Glassner for sharing this information, translating it, preparing it and metaphorizing it. Thank you for speaking up about ethics as well.
@belkassem06
@belkassem06 4 роки тому
Woooww He just compiled my entire semester classes un one course of 3 hours, amazing. Great and Thanks for that.
@thenoideaman
@thenoideaman 3 роки тому
Quality stuff, great content and way of presenting it, one of the best tech lectures I've seen on youtube.
@lalvwebdesign6946
@lalvwebdesign6946 6 місяців тому
The concepts are so clearly explained i like that. It was really nice to watch Great content, awesome explanations, great job. the best explanation of deep learning I've seen
@jackbradyclancy
@jackbradyclancy 8 місяців тому
i am loving this guy
@aedvardvs
@aedvardvs 3 роки тому
Excellent talk!This Course inspired me to buy the books and continue learning with this outstanding teacher.Thank you ver much
@orvbongat9114
@orvbongat9114 4 роки тому
Thank you Andrew & SIGGRAPH for sharing this excellent introductory lecture on deep learning!
@demonhunter4709
@demonhunter4709 5 років тому
SIGGRAPH please don't delete these videos Bcuz i had seen that there are no videos of last year Please don't delete it as Its valueable to new peoples, this lectures motivates us to study more about COMPUTER GRAPHICS I'm sure that we new peoples will give SIGGRAPH more researchers in few years Please support cummunity by giving them valueable lectures 😇😇😇
@SolarBang
@SolarBang 7 місяців тому
I legit just found video. it's legit. Hope they stay up.
@TymexComputing
@TymexComputing 7 місяців тому
Thanks for sharing the insight that they disappear - will download this one with some PP dowloader :) - BTW the guy was talking for over 3 hours without water - thats a lot! @@SolarBang
@sudhanshusemwal5300
@sudhanshusemwal5300 Місяць тому
Andrew wrote a book on raytracing and that made that subject matter accessible to many. Now this and recent SigGraph Quantum Tutorial are a great contribution to science of deep learning and quantum computing!
@lukaszglowacz8578
@lukaszglowacz8578 4 роки тому
Wow. Amazing. Thank you - great lecture. I never suspected that a 3+ hr. lecture could be so interesting!
@devendraparhate4296
@devendraparhate4296 2 роки тому
expected**
@hyongenfer
@hyongenfer 2 роки тому
@@devendraparhate4296 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999999999999999999999999999999999999999999999999999999999999999999999999999999999999999dd
@cryptonetcentralusa5592
@cryptonetcentralusa5592 5 років тому
Definitely one of the best lectures on Deep Learning. Andrew's teaching style and delivery makes this otherwise hard subject so easy to understand. The concepts are so clearly explained that even the first time audience can grasp the bulk of it if not all. It was really exhilarating to watch and listen to this whole lecture and dispel any misconceptions about certain techniques that may have been misconstrued or unintentionally taught wrong by others. I definitely learned a lot from it. Thank you sir for making this video available to all and to learn from.
@awaredz007
@awaredz007 3 роки тому
This is the kind of deep learning explanation I have been looking for. It is simple yet deep. It is one of the best videos I found online to explain to a friend what singularity actually means and is all about. Thank you professor for sharing.
@antonaargh1268
@antonaargh1268 4 роки тому
Really good lecture. One of the best ones I have ever seen. Good tempo, good voice, great insight. My regards to Andrew Glassner.
@luisfranciscomollamunilla872
@luisfranciscomollamunilla872 4 роки тому
Loved the convulsion explanation and the face explanation. So clear, so simple to understand. Awesome video, thank you! :)
@WahranRai
@WahranRai 3 роки тому
the first time i heard about convolution, i went into convulsion
@lkledu2
@lkledu2 2 роки тому
omg he explain the meaning of regretion (and a bunch of other things that teachers sometimes don't tell) watch this lecture worth alot
@ilyboc
@ilyboc 10 місяців тому
Regression* You make it sound regretful lol
@user-mp5pz6lm4f
@user-mp5pz6lm4f 9 місяців тому
AaA❤ see❤ see❤ we w WWE a❤ WWE❤aww see a sea aa❤❤ aw WWE❤ wa❤❤❤❤aa
@Manathos
@Manathos 9 місяців тому
😮Days 😊😢😊🎉😅😢😅D😢😊😊😢😢I 🎉🎉😢🎉🎉😮😅😢😊ays . 🎉😮I😊I'🎉😢😢😢😢😢EEE@😢
@belengarcia891
@belengarcia891 3 роки тому
I loved your presentation. It is the best explanation of deep learning I've seen. Thank you for sharing all your hard work and knowledge.
@bouazzase4202
@bouazzase4202 4 роки тому
2:51:00 the discounting is actually more about introducing a notion of time-value to your rewards (+some mathematical convenience) rather than one of uncertainty.
@emmanuellopez3471
@emmanuellopez3471 4 роки тому
Actually, it's both. Because a remembered event will be farther in the future, it therefore has less uncertainty to that state's reward. This becomes very relevant in the case of scarce rewards, and long plays, where even though an event is very far in to the future, the machine will still pursue it as the most optimal choice. (Delayed gratt)
@josephcurwen6350
@josephcurwen6350 10 місяців тому
This is pure gold. Connected so many scattered nodes for me, and added many more. Worth watching over and over.
@komolafetemitope6657
@komolafetemitope6657 4 роки тому
The presentation is so explanatory and simple.
@wassimmalleh6314
@wassimmalleh6314 2 роки тому
خظ..ح.كححح... .
@goodmoodtoday
@goodmoodtoday 2 роки тому
Amazing session, you explain very well. I was struggling with Deep learning concept but after watching your video I am feeling more confident now. I would love to follow your more video regarding Machine learning.
@bestolexfriendray5618
@bestolexfriendray5618 3 дні тому
interesting.. I fell asleep and had some cool dreams revolving around the CCNA and woke up to this.. nice!
@Bhunibelza
@Bhunibelza 5 років тому
Wow that was an awesome talk. The host was very entertaining and informative to listen to.
@muhammaduzairaligulkhan9878
@muhammaduzairaligulkhan9878 3 роки тому
nice way of teaching especially changes of voice and very informative but time is short to cover these topics effectively
@5b113f1a
@5b113f1a 4 роки тому
so good, this course. way better than what I had in Uni.
@TheFunny707
@TheFunny707 5 років тому
informative talk and well presented thanks for uploading :)
@joshjames9696
@joshjames9696 3 роки тому
This is one of those really good teachers. He really makes it look easy(ishh??)
@DigitalPaintingRecords
@DigitalPaintingRecords 16 днів тому
Im currently training an AI on context switches which is a major bottle neck in CPU latency, Ive been working on this for about a year Im getting better and better and figuring it out thats why I love these vids onnx models are the easiest to work with a compatibility
@RedEyedJedi
@RedEyedJedi 4 роки тому
I fell asleep and when I woke up, this video was playing on my computer. The time on the video was 1:09:14 I watched it for nearly a whole 10 minutes before I realised this wasn't a video about stocks and shares.
@jarionduncan3863
@jarionduncan3863 8 місяців тому
u
@themasterh2o
@themasterh2o 4 роки тому
Thank you/ This was great info/ Keep on creating .
@hamx5quad
@hamx5quad 5 місяців тому
i was sleeping the whole time and i heard everything word by word thing is deeply engraved in my brain now
@MrAborto
@MrAborto 3 місяці тому
i kow that i passed out o the couch, when i got 3 hours into this o.o
@RimhoOo
@RimhoOo 2 роки тому
I see this very helpful for analyzing every pattern
@jamalalsamarrai6343
@jamalalsamarrai6343 2 роки тому
I finally found the "Deep Learning" treasure course I was looking for for many weeks. Excellent in all aspects. While I was about to abandon learning deep learning, due to heavy use of all sorts of mathematics by other contributors, I am finally back on track to pursue this amazing subject. It's amazing how the concepts of deep learning were introduced without the need for any kind of mathematics. Well done Prof. Thank you.
@karthiklogan9384
@karthiklogan9384 Рік тому
Really awesome explanation for convolution.
@mathbee
@mathbee 9 місяців тому
excellent overall coverage, great lecture
@andredietisheim
@andredietisheim 4 роки тому
Great content, awesome explanations, just the right tempo and a brilliant orator. The most awesome introduction that I stumbled upon. Lots of kudos!
@howardai
@howardai 3 роки тому
I don't know how i got here... I do not have a science background at all but this is so interesting and well-explained! Even for someone like me who has zero experience & knowledge in this field and topics!
@anilkumarrai6913
@anilkumarrai6913 4 роки тому
Great presentation: well done!..
@ztreddedb2949
@ztreddedb2949 Місяць тому
fell asleep and woke up to this
@MikkaJo
@MikkaJo 5 років тому
Great stuff. Thanks a lot for sharing.
@halomary4693
@halomary4693 3 роки тому
Very nice video and awesome explanation. Thank you so much.
@AviGhorecha
@AviGhorecha 2 роки тому
Fabulous lacture Thank you for uploading
@eljumaidilbinahmad2464
@eljumaidilbinahmad2464 Місяць тому
Deep Learning makes us learn, relearn, and unlearn new things. This video is very very useful.
@angiesmitherman8142
@angiesmitherman8142 4 роки тому
Thank you/ This was great info/ Keep on creating . Thank you Andrew & SIGGRAPH for sharing this excellent introductory lecture on deep learning!
@TonyTigerTonyTiger
@TonyTigerTonyTiger Рік тому
Oh, just a hour ago I bought a book (Deep Learning, A Visual Approach: No Starch Press; Illustrated edition (June 29, 2021)) by this guy:
@meeheartyouu
@meeheartyouu 4 роки тому
Great presentation: well done! Thank you so much! It helped me get a general idea about the basic ideas of deep learning.
@alexanderwilisow8885
@alexanderwilisow8885 3 роки тому
Thank you Professor, for saving the time to browse the topics individually online
@Mws-uu6kc
@Mws-uu6kc 3 роки тому
Thank you! Lovely presentation
@schinnerkzbmarylouisentf260
@schinnerkzbmarylouisentf260 4 роки тому
Thank you so much! It helped me get a general idea about the basic ideas of deep learning. Great presentation: well done!
@masked_kiwi6174
@masked_kiwi6174 6 місяців тому
Being a nuerodyvergent person while dating a nuerodyvergent person and both having semi traumatic childhoods basically forced my mind open to the higher levels in order to stay together and I feel like a much better person ever since. This put video is the best explanation I've ever seen keep it up man.
@sevroisev90
@sevroisev90 4 роки тому
Very nice presentation. it is worth to listen!
@morthim
@morthim 3 роки тому
this is a pretty great class.
@ignatiusezeani6816
@ignatiusezeani6816 3 роки тому
I really enjoyed the lighted hearted approach of this talk to explaining really 'deep' concepts in deep learning.
@babajaveedb
@babajaveedb 3 роки тому
L lol l
@bendidio8720
@bendidio8720 3 роки тому
@@babajaveedb you you have have have fun at church and get get get
@bendidio8720
@bendidio8720 3 роки тому
@@babajaveedb you guys ruturut
@bendidio8720
@bendidio8720 3 роки тому
Trur you
@bendidio8720
@bendidio8720 3 роки тому
Tututrurtuturt
@solomonaryeetey7370
@solomonaryeetey7370 4 роки тому
Woow...preaching Deep Learning
@samuelberston1290
@samuelberston1290 10 місяців тому
Wonderful course! Thank you.
@Epic_OnYTT
@Epic_OnYTT 8 місяців тому
was cleaning then went to go take a break i bet my pc was enjoying this video
@laterwell
@laterwell 4 роки тому
My neuron finally understood what the neuron networks do, thanks a lot
@ayush51379
@ayush51379 4 роки тому
Thanks a lot for uploading this video!! :-)
@aaaaaaaaooooooo
@aaaaaaaaooooooo 4 місяці тому
I love how he explains everything clearly. I wonder how this material holds up after the release of large language models. Hopefully these core concepts are still relevant.
@manfredmauskopf4608
@manfredmauskopf4608 3 роки тому
Very good course & great speaker! Thanks
@luisluiscunha
@luisluiscunha 4 роки тому
Great presentation: well done!
@richardbergeron8110
@richardbergeron8110 3 роки тому
T5,55t,t,6tt5it55,5,t7,5twT,55t,t5,,5et5,tc4d5t5tu55t,tzt6t,5r5,57,r5ttt 5,tt65t5,te,y5t,t5t5t57t,5t,t5t5t53t5t,t5t,t,,t5,6t5t4t5t5tutt7t,t,4tu5,5t47,57tu5tu64yr
@petevenuti7355
@petevenuti7355 2 роки тому
I loved all the misc pictures added among the slides, like the socker football in the globe stand. Is there a set of those?
@pandarzzz
@pandarzzz 5 років тому
Thank you for sharing this informative video! 😺🖐
@davidk1580
@davidk1580 5 років тому
Starts off playing Steely Dan, good taste ;)
@rallokkcaz
@rallokkcaz 4 місяці тому
I keep getting woken up by this video though, it's annoying.
@cybercat1531
@cybercat1531 5 років тому
Starts @ 1:40
@youngresearcher.
@youngresearcher. 2 роки тому
k fold cross validation is not for preserving precious data....it's diving the data into traning and testing portions. For imbalalnced data, we use techniques like SMOTE...pls correct if I am wrong
@observer698
@observer698 3 роки тому
Great presentation! Thanks. Was there music in the background? ;) I haven't noticed or heard anything!
@user-vk1mv7ox5k
@user-vk1mv7ox5k 7 місяців тому
this video helpful for us
@christiancardozo399
@christiancardozo399 3 роки тому
Steely Dan and ML. A combination tough to beat.
@surekhasakhare1936
@surekhasakhare1936 4 роки тому
Very Good Lecture sir
@OrbitalCookie
@OrbitalCookie 5 років тому
Second part 1:48:53
@orizaig3104
@orizaig3104 3 роки тому
Great stuff. Thanks for that
@jonlaban4272
@jonlaban4272 6 місяців тому
I like the beginning at 2.50 Built on Open Source 😊
@CyFed_Republic_of_Kaltovar
@CyFed_Republic_of_Kaltovar 17 днів тому
Excuse me but some of us DO still call them perceptions, thank you very much!
@BlackbodyEconomics
@BlackbodyEconomics 3 роки тому
Brilliant, I absolutely loved the explanation of Deep Dream. It's so insanely simple, yet so insanely complex. Thank you :)
@jefflau8624
@jefflau8624 3 роки тому
Great Presentation!
@revanslacey
@revanslacey Місяць тому
Superb lecture
@Complex_inc
@Complex_inc 7 місяців тому
I woke up to this playing in the middle of the night
@atetraxx
@atetraxx 7 місяців тому
Ok
@ChadLuciano
@ChadLuciano 7 місяців тому
the ok is worse just for the record....I'm dropping a stinky half eaten tuna here @@atetraxx
@DionteHelm
@DionteHelm 6 місяців тому
This is a gift 🎁
@imranq9241
@imranq9241 3 роки тому
Brilliant talk, learned a lot!
@zelipachuau6978
@zelipachuau6978 2 роки тому
l
@magicaltime
@magicaltime 3 місяці тому
i was watching some documentary vids and fell asleep throughthe night and when i woke up in the morning to this vid already got finished 😭😭😭😭
@kiprotichjamlick997
@kiprotichjamlick997 3 роки тому
(5) LESSON 2: MICROSOFT WORD 2019 FULL COURSE IN JUST ONE HOUR - UKposts
@noahturner4222
@noahturner4222 2 роки тому
M
@ethanilunga619
@ethanilunga619 7 місяців тому
This chapter is very helpful when deciding what to sell and how to price.
@babakshiri7270
@babakshiri7270 3 роки тому
Interesting, I learned much
@williamhuang5329
@williamhuang5329 2 роки тому
Hanzhen harmonic drive gear , robot arm gear , automtion joint gear, over 30 years experience
@asiangirlhost2560
@asiangirlhost2560 3 роки тому
2:46:42 -Reinforcement learning
@disenoeejecucion535
@disenoeejecucion535 4 роки тому
Thank you for sharing this informative video! 😺🖐 of all the jokes in this course, the four joke a 30 min mark was epic lol
@tairasabic
@tairasabic 7 місяців тому
woke up to this video
@Squirrel-zq6oe
@Squirrel-zq6oe 7 місяців тому
Yo same!! Haha
@mcardente
@mcardente 6 місяців тому
same
@bababuss9656
@bababuss9656 4 роки тому
Thanks a lot for these great explanations, was really helpful !. But are the comments here mostly created by a bot ?. Because most of them say exactly the same I just noticed ?.
@pablo_brianese
@pablo_brianese 3 роки тому
I noticed that too. The comments seem to be created by fake accounts. By the looks of it, the algorithm shuffles sentences of existing comments to create new comments.
@beerbanditriverside3372
@beerbanditriverside3372 3 роки тому
You Tube comments do this all the time. The Ai and algorithms target certain people and videos they want them to watch then repeat certain comments over and over to drum a message into there head.
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