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

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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/

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1 май 2024

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Комментарии : 518

@plague0 2 года назад

i fall asleep with youtube on and now im waking up to this lmao

@patrickstar6533 2 года назад

lmaoo same

@dheerajrao3776 2 года назад

Swear to God same

@truememe3445 2 года назад

Same lol

@legaldinho 2 года назад

Indeed! Me too

@GrrrGrrr123 2 года назад

me too

@Raymondcraw1967RaymondCrawley Месяц назад

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@BrewerVera Месяц назад

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?

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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 Месяц назад

How can I get in touch with your financial consultant?

@FaithAndrada-xo9ou Месяц назад

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 Месяц назад

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.

@louis9116 Год назад

If I had to choose only 1 video to watch on Deep Learning on RU-vid I would, without a doubt, pick this video. Superb teaching style.

@marvin8656 10 месяцев назад

i watched food Theory and sleept away know im 3hours inside deep learning

@DroolRockworm 8 месяцев назад

Beautiful

@josepadilla-dv3ld 7 месяцев назад

I literally had the same thing happen to me 😂

@asoggyflipflop 7 месяцев назад

Same thing

@MyArtFolio 7 месяцев назад

YOO SAME BUT I SHARED THIS VID TO LIKE 30 RANDOM PEOPLE

@disastreee 7 месяцев назад

im 1:47:57 learning very deeply this morning

@learningjavawithharunijaz5992 4 года назад

Thank you Professor, for saving the time to browse the topics individually online

@utkumertt 4 года назад

I opened the video by mistake and now I can not leave. Good presentation!

@sakshibhatia3898 3 года назад

Imagine if all profs were these enthusiastic...

@thenoideaman 3 года назад

Quality stuff, great content and way of presenting it, one of the best tech lectures I've seen on youtube.

@Kassem_Bagher 3 года назад

There is always an answer to every question that pops into my head! Can't thank you enough 👏🏼

@demonhunter4709 5 лет назад

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 7 месяцев назад

I legit just found video. it's legit. Hope they stay up.

@TymexComputing 7 месяцев назад

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

@lalvwebdesign6946 6 месяцев назад

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

@MrDXCool 4 года назад

Thank you so much! It helped me get a general idea about the basic ideas of deep learning.

@belkassem06 4 года назад

Woooww He just compiled my entire semester classes un one course of 3 hours, amazing. Great and Thanks for that.

@Mac_Daffy 5 лет назад

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 4 года назад

one day will be able to swim and travel in deep learning sea

@neowakeup1100 4 года назад

sarcasm made me press back

@dadoindia9184 3 года назад

@@macdeep8523 oooooooooooo jooooooooo jooooooooooooooooj jj j j j j jjjj jjz 5kooooooookokoooookook ³3upoooooooooooooooo

@silteczneuerkanal6764 9 месяцев назад

Jun k😊

@alexanderwilisow8885 3 года назад

Thank you Andrew & SIGGRAPH for sharing this excellent introductory lecture on deep learning!

@clearwavepro100 5 лет назад

Thank you Andrew Glassner for sharing this information, translating it, preparing it and metaphorizing it. Thank you for speaking up about ethics as well.

@lukaszglowacz8578 4 года назад

Wow. Amazing. Thank you - great lecture. I never suspected that a 3+ hr. lecture could be so interesting!

@devendraparhate4296 2 года назад

expected**

@hyongenfer 2 года назад

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999999999999999999999999999999999999999999999999999999999999999999999999999999999999999dd

@aedvardvs 3 года назад

Excellent talk!This Course inspired me to buy the books and continue learning with this outstanding teacher.Thank you ver much

@cryptonetcentralusa5592 5 лет назад

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.

@Bhunibelza 5 лет назад

Wow that was an awesome talk. The host was very entertaining and informative to listen to.

@5b113f1a 4 года назад

so good, this course. way better than what I had in Uni.

@TheFunny707 5 лет назад

informative talk and well presented thanks for uploading :)

@komolafetemitope6657 4 года назад

The presentation is so explanatory and simple.

@wassimmalleh6314 2 года назад

خظ..ح.كححح... .

@themasterh2o 4 года назад

Thank you/ This was great info/ Keep on creating .

@anotherplatypus 7 месяцев назад

Felt like a 3.5 hour Ted Talk... that guy is such a rare, damned good, CS teacher... wow.

@antonaargh1268 4 года назад

Really good lecture. One of the best ones I have ever seen. Good tempo, good voice, great insight. My regards to Andrew Glassner.

@luisfranciscomollamunilla872 4 года назад

Loved the convulsion explanation and the face explanation. So clear, so simple to understand. Awesome video, thank you! :)

@WahranRai 3 года назад

the first time i heard about convolution, i went into convulsion

@leixun 3 года назад

*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 3 года назад

That interesting

@gaoelnlaojehc8913 3 года назад

@@leixun Thanks for timestamps. Im not sure it is a takeaway

@pallabmishra8186 3 года назад

Imk

@pallabmishra8186 3 года назад

Imk

@pallabmishra8186 3 года назад

@@adiflorense1477 9ijjk9lmmk08om

@sudhanshusemwal5300 Месяц назад

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!

@belengarcia891 3 года назад

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.

@MikkaJo 5 лет назад

Great stuff. Thanks a lot for sharing.

@anilkumarrai6913 4 года назад

Great presentation: well done!..

@goodmoodtoday 2 года назад

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.

@mathbee 9 месяцев назад

excellent overall coverage, great lecture

@muhammaduzairaligulkhan9878 3 года назад

nice way of teaching especially changes of voice and very informative but time is short to cover these topics effectively

@awaredz007 3 года назад

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.

@karthiklogan9384 Год назад

Really awesome explanation for convolution.

@bouazzase4202 4 года назад

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 4 года назад

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)

@RimhoOo 2 года назад

I see this very helpful for analyzing every pattern

@solomonaryeetey7370 4 года назад

Woow...preaching Deep Learning

@sevroisev90 4 года назад

Very nice presentation. it is worth to listen!

@morthim 3 года назад

this is a pretty great class.

@RedEyedJedi 4 года назад

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 8 месяцев назад

@halomary4693 3 года назад

Very nice video and awesome explanation. Thank you so much.

@Mws-uu6kc 3 года назад

Thank you! Lovely presentation

@josephcurwen6350 10 месяцев назад

This is pure gold. Connected so many scattered nodes for me, and added many more. Worth watching over and over.

@samuelberston1290 10 месяцев назад

Wonderful course! Thank you.

@joshjames9696 3 года назад

This is one of those really good teachers. He really makes it look easy(ishh??)

@AviGhorecha 2 года назад

Fabulous lacture Thank you for uploading

@manfredmauskopf4608 3 года назад

Very good course & great speaker! Thanks

@luisluiscunha 4 года назад

Great presentation: well done!

@richardbergeron8110 3 года назад

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

@OrbitalCookie 5 лет назад

Second part 1:48:53

@youngresearcher. 2 года назад

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

@hamx5quad 5 месяцев назад

i was sleeping the whole time and i heard everything word by word thing is deeply engraved in my brain now

@andredietisheim 4 года назад

Great content, awesome explanations, just the right tempo and a brilliant orator. The most awesome introduction that I stumbled upon. Lots of kudos!

@surekhasakhare1936 4 года назад

Very Good Lecture sir

@jackbradyclancy 8 месяцев назад

i am loving this guy

@eljumaidilbinahmad2464 Месяц назад

Deep Learning makes us learn, relearn, and unlearn new things. This video is very very useful.

@DigitalPaintingRecords 18 дней назад

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

@angiesmitherman8142 4 года назад

Thank you/ This was great info/ Keep on creating . Thank you Andrew & SIGGRAPH for sharing this excellent introductory lecture on deep learning!

@ayush51379 4 года назад

Thanks a lot for uploading this video!! :-)

@jamalalsamarrai6343 2 года назад

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.

@orizaig3104 3 года назад

Great stuff. Thanks for that

@jefflau8624 3 года назад

Great Presentation!

@bestolexfriendray5618 5 дней назад

interesting.. I fell asleep and had some cool dreams revolving around the CCNA and woke up to this.. nice!

@meeheartyouu 4 года назад

Great presentation: well done! Thank you so much! It helped me get a general idea about the basic ideas of deep learning.

@alexanderwilisow8885 3 года назад

Thank you Professor, for saving the time to browse the topics individually online

@revanslacey Месяц назад

Superb lecture

@MrAborto 3 месяца назад

i kow that i passed out o the couch, when i got 3 hours into this o.o

@ztreddedb2949 Месяц назад

fell asleep and woke up to this

@pandarzzz 5 лет назад

Thank you for sharing this informative video! 😺🖐

@cybercat1531 5 лет назад

Starts @ 1:40

@howardai 3 года назад

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!

@petevenuti7355 2 года назад

I loved all the misc pictures added among the slides, like the socker football in the globe stand. Is there a set of those?

@observer698 3 года назад

Great presentation! Thanks. Was there music in the background? ;) I haven't noticed or heard anything!

@babakshiri7270 3 года назад

Interesting, I learned much

@lkledu2 2 года назад

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 10 месяцев назад

Regression* You make it sound regretful lol

@user-mp5pz6lm4f 9 месяцев назад

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@Manathos 9 месяцев назад

😮Days 😊😢😊🎉😅😢😅D😢😊😊😢😢I 🎉🎉😢🎉🎉😮😅😢😊ays . 🎉😮I😊I'🎉😢😢😢😢😢EEE@😢

@laterwell 4 года назад

My neuron finally understood what the neuron networks do, thanks a lot

@ignatiusezeani6816 3 года назад

I really enjoyed the lighted hearted approach of this talk to explaining really 'deep' concepts in deep learning.

@babajaveedb 3 года назад

L lol l

@bendidio8720 3 года назад

@@babajaveedb you you have have have fun at church and get get get

@bendidio8720 3 года назад

@@babajaveedb you guys ruturut

@bendidio8720 3 года назад

Trur you

@bendidio8720 3 года назад

Tututrurtuturt

@masked_kiwi6174 6 месяцев назад

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.

@user-vk1mv7ox5k 7 месяцев назад

this video helpful for us

@oliviernavarre1271 4 года назад

Great.

@davidk1580 5 лет назад

Starts off playing Steely Dan, good taste ;)

@rallokkcaz 4 месяца назад

I keep getting woken up by this video though, it's annoying.

@paulpopaul 4 года назад

thanks a lot!

@MarcusFred-wn3iv 8 месяцев назад

Been watching, listening, and paying attention to all of predictions and forecasts since early Covid. He hasn't disappointed yet 👌

@BrunoLuke 8 месяцев назад

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 8 месяцев назад

@@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 8 месяцев назад

@@MarcusFred-wn3iv Despite the economic crisis and the rate of unemployment now is the best time to invest

@MarcusFred-wn3iv 8 месяцев назад

@@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 8 месяцев назад

@@MarcusFred-wn3iv Thank you, Going through her profile on her webpage out of curiosity, and surprisingly she seems proficient. I appreciate this.

@schinnerkzbmarylouisentf260 4 года назад

Thank you so much! It helped me get a general idea about the basic ideas of deep learning. Great presentation: well done!

@GiasonBottega 10 дней назад

Thank you

@TonyTigerTonyTiger Год назад

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:

@imranq9241 3 года назад

Brilliant talk, learned a lot!

@zelipachuau6978 2 года назад

@Epic_OnYTT 8 месяцев назад

was cleaning then went to go take a break i bet my pc was enjoying this video

@christiancardozo399 3 года назад

Steely Dan and ML. A combination tough to beat.

@naisanza 3 года назад

Does he have his talk about bias on here too?

@aaaaaaaaooooooo 4 месяца назад

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.