Deep Learning: A Crash Course (2018)

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

Рет қаралды 2,598,595

Күн бұрын

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/

Пікірлер: 520

@plague0 2 жыл бұрын

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

@patrickstar6533 2 жыл бұрын

lmaoo same

@dheerajrao3776 2 жыл бұрын

Swear to God same

@truememe3445 2 жыл бұрын

Same lol

@legaldinho 2 жыл бұрын

Indeed! Me too

@GrrrGrrr123 2 жыл бұрын

me too

@Raymondcraw1967RaymondCrawley Ай бұрын

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 Ай бұрын

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 Ай бұрын

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 Ай бұрын

How can I get in touch with your financial consultant?

@FaithAndrada-xo9ou Ай бұрын

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 Ай бұрын

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 Жыл бұрын

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

@marvin8656 10 ай бұрын

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

@DroolRockworm 8 ай бұрын

Beautiful

@josepadilla-dv3ld 7 ай бұрын

I literally had the same thing happen to me 😂

@asoggyflipflop 7 ай бұрын

Same thing

@MyArtFolio 7 ай бұрын

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

@disastreee 7 ай бұрын

im 1:47:57 learning very deeply this morning

@utkumertt 4 жыл бұрын

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

@sakshibhatia3898 3 жыл бұрын

Imagine if all profs were these enthusiastic...

@learningjavawithharunijaz5992 4 жыл бұрын

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

@thenoideaman 3 жыл бұрын

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

@Kassem_Bagher 3 жыл бұрын

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

@demonhunter4709 5 жыл бұрын

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 ай бұрын

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

@TymexComputing 7 ай бұрын

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 ай бұрын

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 жыл бұрын

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

@belkassem06 4 жыл бұрын

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

@Mac_Daffy 5 жыл бұрын

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 жыл бұрын

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

@neowakeup1100 4 жыл бұрын

sarcasm made me press back

@dadoindia9184 3 жыл бұрын

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

@silteczneuerkanal6764 9 ай бұрын

Jun k😊

@alexanderwilisow8885 3 жыл бұрын

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

@clearwavepro100 5 жыл бұрын

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 жыл бұрын

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

@devendraparhate4296 2 жыл бұрын

expected**

@hyongenfer 2 жыл бұрын

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@aedvardvs 3 жыл бұрын

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

@cryptonetcentralusa5592 5 жыл бұрын

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 жыл бұрын

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

@5b113f1a 4 жыл бұрын

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

@TheFunny707 5 жыл бұрын

informative talk and well presented thanks for uploading :)

@komolafetemitope6657 4 жыл бұрын

The presentation is so explanatory and simple.

@wassimmalleh6314 2 жыл бұрын

خظ..ح.كححح... .

@themasterh2o 4 жыл бұрын

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

@anotherplatypus 7 ай бұрын

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

@antonaargh1268 4 жыл бұрын

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 жыл бұрын

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

@WahranRai 3 жыл бұрын

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

@leixun 3 жыл бұрын

*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 жыл бұрын

That interesting

@gaoelnlaojehc8913 3 жыл бұрын

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

@pallabmishra8186 3 жыл бұрын

Imk

@pallabmishra8186 3 жыл бұрын

Imk

@pallabmishra8186 3 жыл бұрын

@@adiflorense1477 9ijjk9lmmk08om

@sudhanshusemwal5300 Ай бұрын

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 жыл бұрын

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 жыл бұрын

Great stuff. Thanks a lot for sharing.

@anilkumarrai6913 4 жыл бұрын

Great presentation: well done!..

@goodmoodtoday 2 жыл бұрын

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 ай бұрын

excellent overall coverage, great lecture

@muhammaduzairaligulkhan9878 3 жыл бұрын

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

@awaredz007 3 жыл бұрын

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 Жыл бұрын

Really awesome explanation for convolution.

@bouazzase4202 4 жыл бұрын

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 жыл бұрын

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 жыл бұрын

I see this very helpful for analyzing every pattern

@solomonaryeetey7370 4 жыл бұрын

Woow...preaching Deep Learning

@sevroisev90 4 жыл бұрын

Very nice presentation. it is worth to listen!

@morthim 3 жыл бұрын

this is a pretty great class.

@RedEyedJedi 4 жыл бұрын

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 ай бұрын

@halomary4693 3 жыл бұрын

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

@Mws-uu6kc 3 жыл бұрын

Thank you! Lovely presentation

@josephcurwen6350 10 ай бұрын

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

@samuelberston1290 10 ай бұрын

Wonderful course! Thank you.

@joshjames9696 3 жыл бұрын

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

@AviGhorecha 2 жыл бұрын

Fabulous lacture Thank you for uploading

@manfredmauskopf4608 3 жыл бұрын

Very good course & great speaker! Thanks

@luisluiscunha 4 жыл бұрын

Great presentation: well done!

@richardbergeron8110 3 жыл бұрын

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 жыл бұрын

Second part 1:48:53

@youngresearcher. 2 жыл бұрын

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 ай бұрын

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

@andredietisheim 4 жыл бұрын

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 жыл бұрын

Very Good Lecture sir

@eljumaidilbinahmad2464 Ай бұрын

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

@jackbradyclancy 8 ай бұрын

i am loving this guy

@DigitalPaintingRecords 19 күн бұрын

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 жыл бұрын

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

@ayush51379 4 жыл бұрын

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

@jamalalsamarrai6343 2 жыл бұрын

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 жыл бұрын

Great stuff. Thanks for that

@jefflau8624 3 жыл бұрын

Great Presentation!

@bestolexfriendray5618 6 күн бұрын

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

@meeheartyouu 4 жыл бұрын

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

@alexanderwilisow8885 3 жыл бұрын

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

@revanslacey Ай бұрын

Superb lecture

@pandarzzz 5 жыл бұрын

Thank you for sharing this informative video! 😺🖐

@MrAborto 3 ай бұрын

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

@cybercat1531 5 жыл бұрын

Starts @ 1:40

@ztreddedb2949 Ай бұрын

fell asleep and woke up to this

@howardai 3 жыл бұрын

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 жыл бұрын

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 жыл бұрын

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

@babakshiri7270 3 жыл бұрын

Interesting, I learned much

@lkledu2 2 жыл бұрын

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 ай бұрын

Regression* You make it sound regretful lol

@user-mp5pz6lm4f 9 ай бұрын

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@Manathos 9 ай бұрын

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

@laterwell 4 жыл бұрын

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

@ignatiusezeani6816 3 жыл бұрын

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

@babajaveedb 3 жыл бұрын

L lol l

@bendidio8720 3 жыл бұрын

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

@bendidio8720 3 жыл бұрын

@@babajaveedb you guys ruturut

@bendidio8720 3 жыл бұрын

Trur you

@bendidio8720 3 жыл бұрын

Tututrurtuturt

@masked_kiwi6174 6 ай бұрын

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 ай бұрын

this video helpful for us

@oliviernavarre1271 4 жыл бұрын

Great.

@davidk1580 5 жыл бұрын

Starts off playing Steely Dan, good taste ;)

@rallokkcaz 4 ай бұрын

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

@paulpopaul 4 жыл бұрын

thanks a lot!

@MarcusFred-wn3iv 8 ай бұрын

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

@BrunoLuke 8 ай бұрын

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 ай бұрын

@@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 ай бұрын

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

@MarcusFred-wn3iv 8 ай бұрын

@@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 ай бұрын

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

@schinnerkzbmarylouisentf260 4 жыл бұрын

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

@GiasonBottega 10 күн бұрын

Thank you

@TonyTigerTonyTiger Жыл бұрын

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 жыл бұрын

Brilliant talk, learned a lot!

@zelipachuau6978 2 жыл бұрын

@Epic_OnYTT 8 ай бұрын

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

@christiancardozo399 3 жыл бұрын

Steely Dan and ML. A combination tough to beat.

@naisanza 3 жыл бұрын

Does he have his talk about bias on here too?

@aaaaaaaaooooooo 4 ай бұрын

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.