Recurrent Neural Networks (RNNs), Clearly Explained!!!

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StatQuest with Josh Starmer

StatQuest with Josh Starmer

Күн бұрын

When you don't always have the same amount of data, like when translating different sentences from one language to another, or making stock market predictions from different companies, Recurrent Neural Networks come to the rescue. In this StatQuest, we'll show you how Recurrent Neural Networks work, one step at a time, and then we'll show you their critical flaw that will lead us to understanding Long Short-Term Memory Networks.
English
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Portuguese
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0:00 Awesome song and introduction
4:13 Basic anatomy of a recurrent neural network
5:59 Running data through a recurrent neural network
10:31 Shared weights and biases
11:23 The vanishing/exploding gradient problem.
#StatQuest #NeuralNetworks #Deeplearning #DubbedWithAloud

Пікірлер: 695
@statquest
@statquest Жыл бұрын
To learn more about Lightning: github.com/PyTorchLightning/pytorch-lightning To learn more about Grid: www.grid.ai/ Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/
@rathnakumarv3956
@rathnakumarv3956 Жыл бұрын
whether the book include LSTM and RNN for bi variate input time series data as well?
@statquest
@statquest Жыл бұрын
@@rathnakumarv3956 Nope, just basic neural networks. My next book on deep learning will have more stuff about fancy neural networks.
@rathnakumarv3956
@rathnakumarv3956 Жыл бұрын
@@statquest please include CNN, RNN and LSTM for multivariate time series as input and continuous variable as out put - problems, these are very much useful in climate change studies.
@statquest
@statquest Жыл бұрын
@Tech What time point, minutes and seconds, is confusing? And have you watched the entire series on Neural Networks before watching this one?
@Lyr00
@Lyr00 6 ай бұрын
@statquest I have a question about the vanishing gradient problem. I understand that input1 from the first timestep is having less and less impact on the output the more steps we take but isn’t the gradient also relying on the new inputs of every timestep? I don’t understand why the gradient is vanishing if the new inputs aren’t that heavily discounted as the timesteps that are older. I imagined it’s more like the old inputs are less impactful and the network is more focused on the newer inputs but can still train normally. Is there something I’m missing?
@s0meus3r
@s0meus3r 2 ай бұрын
The only place on the internet where you can actually grasp a complex topic before diving deeper into the topic. I am so grateful people like you exist. Thank you!
@statquest
@statquest 2 ай бұрын
Thanks!
@wildpjah
@wildpjah 6 ай бұрын
I'm in a deep learning class right now and the amount of straight math that my teacher throws at me is overwhelming. Videos like yours are incredible and I'm so thankful for the help and the color coding and the fun that makes it worth watching! It is super helpful as I'm studying for my midterm and just want to get a more definite grasp of what all this math actually means without reading someone's Mathematics PhD dissertation or something
@statquest
@statquest 6 ай бұрын
Good luck on your midterm! :)
@CodingwithRayyan
@CodingwithRayyan 13 күн бұрын
This is not fair, I literally am addicted to your style of teaching and find it quite hard to learn from other sources now.
@statquest
@statquest 12 күн бұрын
Hopefully, in the long term, what you learn from these videos will make it easier to understand other sources. At least, that's starting to happen for me. It's still hard, though.
@mohammadhamed-ro9tx
@mohammadhamed-ro9tx 6 ай бұрын
Everytime I watch on of your lessons, I become sooo happy, because you make all the subjects easy to be understood in magical way. Thank you for your effort
@statquest
@statquest 6 ай бұрын
Wow, thank you!
@LuizHenrique-qr3lt
@LuizHenrique-qr3lt Жыл бұрын
Josh!!!! I love u!!! I can't wait to learn about the Transformers!! thank you very much for your content
@statquest
@statquest Жыл бұрын
Thank you!
@capyk5455
@capyk5455 Жыл бұрын
Josh teaching about transformers would be a blessing
@statquest
@statquest Жыл бұрын
@@capyk5455 I'm looking forward to it!
@shaiguitar
@shaiguitar Жыл бұрын
Transformers out yet or some ETA to expect?
@statquest
@statquest Жыл бұрын
@@shaiguitar LSTMs comes out in the next week or so. Then I'll start working on transformers.
@thecomputerpal221
@thecomputerpal221 Жыл бұрын
Josh, I found your channel yesterday and have been binge watching. Incredible work in democratizing knowledge. Thankful for your work.
@statquest
@statquest Жыл бұрын
Thank you!
@sylwiagotzman5422
@sylwiagotzman5422 4 ай бұрын
democratizing knowledge -- exactly !!!
@artem_isakow
@artem_isakow 10 ай бұрын
Thanks to your series of videos on neural networks, I was able to pass the entrance exam for PhD program at St. Petersburg State University.
@statquest
@statquest 10 ай бұрын
Congratulations!!! TRIPLE BAM!!! :)
@toddgillies3380
@toddgillies3380 Жыл бұрын
Never quite understood RNNs until I watched this video, thank you! A hand-calculated example of a one-to-one RNN is extremely hard to find online, so this was perfect. The only one out there, I believe.
@statquest
@statquest Жыл бұрын
Thanks!
@carleanoravelzawongso9786
@carleanoravelzawongso9786 Жыл бұрын
I'm just in love with your content. I've watched your neural network series and it was just so easy to understand. You really deserve more subs and views Josh!
@statquest
@statquest Жыл бұрын
Thank you very much! :)
@elmehditalbi8972
@elmehditalbi8972 10 ай бұрын
You can't understand how good this is. I've spent all of yesterday trying to understand these concepts but I couldn't grasp them. THANK YOU!!!
@statquest
@statquest 10 ай бұрын
Glad it helped!
@jamesyoun1143
@jamesyoun1143 Жыл бұрын
One of the most underrated channels. Never once have I had trouble understanding the intuition of whatever you explain. I'd donate money to you if I weren't a broke college student.
@statquest
@statquest Жыл бұрын
Thanks!
@svensvensson3679
@svensvensson3679 21 күн бұрын
Our lecturer at the uni recommended us this video. I am amazed how simply it is put. Great job! Both funny and informative ❤
@statquest
@statquest 21 күн бұрын
Thank you!
@charlescoult
@charlescoult Жыл бұрын
This explanation covers some very important points that were missed in several other lectures I've watched on this subject. Thank you for clearing things up for me.
@charlescoult
@charlescoult Жыл бұрын
For example, the note at 10:31
@statquest
@statquest Жыл бұрын
Thank you! Yes, that little detail is important, but often glossed over.
@Ahmad_Alhasanat
@Ahmad_Alhasanat Жыл бұрын
I was looking for a small thing in RNN, but your way of explanation forced me to keep watching the entire video! and I subscribed to your channel!!
@statquest
@statquest Жыл бұрын
Hooray! Thank you very much! :)
@anashaat95
@anashaat95 Жыл бұрын
Very high level explanation. Waiting for the next video on "Long-short Term Networks". Thank you so much.
@statquest
@statquest Жыл бұрын
Thanks! :)
@luistalavera6392
@luistalavera6392 Жыл бұрын
Man, this is awesome. I wasn't understanding anything about RNNs in my course but thanks to this video is all clear now. Thank you Josh Stamer :D
@statquest
@statquest Жыл бұрын
BAM! :)
@DavidBlayvas-wo4lj
@DavidBlayvas-wo4lj 7 ай бұрын
You're gonna carry me through my neural networks class, what a godsend
@statquest
@statquest 7 ай бұрын
You can do it!
@rafaelhenrique2186
@rafaelhenrique2186 Жыл бұрын
Excellent video as always, professor! I can't wait for a video explaining PARTIAL LEAST SQUARES!!
@statquest
@statquest Жыл бұрын
I've got that on the to-do list.
@ZaidAlhusainy
@ZaidAlhusainy Жыл бұрын
Your channel should be mandatory for all universities teaching AI 💖
@statquest
@statquest 11 ай бұрын
Maybe one day!
@guptafamily1981
@guptafamily1981 8 ай бұрын
It will be for sure 😊
@kirannbhavaraju5978
@kirannbhavaraju5978 Жыл бұрын
This is the CLEAREST explanation of RNNs.
@statquest
@statquest Жыл бұрын
Thank you!
@anonymousertugrul5858
@anonymousertugrul5858 3 ай бұрын
I like the way how clearly and easily you explain concepts. Thank you very much!
@statquest
@statquest 3 ай бұрын
You're very welcome!
@waizwafiq9481
@waizwafiq9481 Жыл бұрын
Amazing video as always, professor! I cant wait for the video on LSTM
@statquest
@statquest Жыл бұрын
You and me both!
@usamsersultanov689
@usamsersultanov689 Жыл бұрын
@@statquest when it comes to application of RNN the LSTM is sometimes a must to have:) that’s why it would be great to have clearly explanation of LSTM. But these are little things. In any case, thank you very much for the valuable knowledge that we can get here.
@statquest
@statquest Жыл бұрын
@@usamsersultanov689 I hope to have a video on LSTMs soon.
@james199879
@james199879 Жыл бұрын
@@statquest One on Transformers and their variations would be even greater :D
@statquest
@statquest Жыл бұрын
@@james199879 That's the master plan, but we'll get there one step at a time.
@sushankmishra53
@sushankmishra53 2 ай бұрын
With this level of simplicity in teaching, even a high schooler could grasp these concepts, probably quicker than me! Scared of the future now....
@statquest
@statquest 2 ай бұрын
:)
@8bitascii464
@8bitascii464 Жыл бұрын
They way you explained RNNs made me so excited for LSTMs. Can‘t wait to see it!
@statquest
@statquest Жыл бұрын
bam!
@saharshayegan
@saharshayegan Жыл бұрын
This was the best explanation I've heard for RNNs!
@statquest
@statquest Жыл бұрын
Thank you! :)
@KayYesYouTuber
@KayYesYouTuber Жыл бұрын
Hi Josh, You are the best. Nobody has explained exploding gradient like you have, Thank you
@statquest
@statquest Жыл бұрын
Wow, thanks!
@santiagocalvo
@santiagocalvo 2 ай бұрын
honestly your channel is one of if not the best channel on all youtube, thank you so much for this!
@statquest
@statquest 2 ай бұрын
Wow, thank you!
@manishnarang6490
@manishnarang6490 Жыл бұрын
Really looking forward to your LSTM video.. You are a very good teacher !!
@statquest
@statquest Жыл бұрын
Thank you!
@WonPeace94
@WonPeace94 Жыл бұрын
@@statquest when will you make the next vid ? i have exam in two weeks and i need your LSTM video
@statquest
@statquest Жыл бұрын
@@WonPeace94 :)
@solotop5916
@solotop5916 Ай бұрын
Dude that DOUBLE BAMM and TRIPLE BAMMM kills me. Actually fun way to get info. Also greate video very easy to understand
@statquest
@statquest Ай бұрын
Thank you! :)
@deepikasheshabutter4790
@deepikasheshabutter4790 18 күн бұрын
i literally was having a menatal breakdown coz i was unable to understand things. your video helped me a lot and also brought a smile on my face :))
@statquest
@statquest 18 күн бұрын
Glad I could help!
@Naveedahmed-bq5iz
@Naveedahmed-bq5iz Жыл бұрын
Amazing, This is one best and coolest learning tutorial i have watched ever, great work Josh, keep it up. Thanks
@statquest
@statquest Жыл бұрын
Thanks, will do!
@gabbye165
@gabbye165 Жыл бұрын
12:22 is probably the cutest bam I've heard Also thank you for your videos! They have definitely been helping me get through my Bioinformatics grad course. You are AWESOME
@statquest
@statquest Жыл бұрын
Thank you so much and good luck with your course! :)
@JulietNovember9
@JulietNovember9 Жыл бұрын
Oh man! This has been super tough for me to wrap my head around. I knew this was going to be a great weekend! Thank you for the drop! :D
@statquest
@statquest Жыл бұрын
BAM! :)
@lorenagalvan7497
@lorenagalvan7497 8 ай бұрын
Excelente proyecto! no pense que con dibujos fuera tan entretenido e informativo. Definitivamente un muy buen video para comenzar!
@statquest
@statquest 8 ай бұрын
Muchas gracias! :)
@chaitanyasharma6270
@chaitanyasharma6270 Жыл бұрын
you definitely are the best teacher for machine learning and deep learning
@statquest
@statquest Жыл бұрын
Thank you!
@BrunoJr09
@BrunoJr09 Жыл бұрын
OMG, Finally I understand Vanishing Exploding Gradient, Thank you StatQuest!
@statquest
@statquest Жыл бұрын
HOORAY!!! Thanks for supporting StatQuest!!! TRIPLE BAM! :)
@harishbattula9881
@harishbattula9881 Жыл бұрын
Thanks a lot Josh. Every concept explained by you is a BAM!!!!!!!!!!
@statquest
@statquest Жыл бұрын
Glad you think so!
@osamahabdullah3715
@osamahabdullah3715 Жыл бұрын
literally before I see your video, I made a like, that much I trust your information and knowledge , thank you for your time and effort to explain this to us
@statquest
@statquest Жыл бұрын
Thanks!
@indusairaman2126
@indusairaman2126 Жыл бұрын
U have an amazing way of explaining with adlibs loved it and thank you so much as I was not able to understand at all but now it is very clear
@statquest
@statquest Жыл бұрын
Glad I could help!
@amirpourmand
@amirpourmand Жыл бұрын
Best explanation I've seen from RNNs. Thanks.
@statquest
@statquest Жыл бұрын
Thank you!
@stephaniexu2853
@stephaniexu2853 Жыл бұрын
Such a great explanation!! Will be watching as many of your other videos as I can while we wait for the next one :))
@statquest
@statquest Жыл бұрын
Thank you! 😃
@v-sig2389
@v-sig2389 Жыл бұрын
Thank you so much 😭 People like you are the real mvp of humanity !
@statquest
@statquest Жыл бұрын
Thanks!
@Smartmoneyrisk
@Smartmoneyrisk Ай бұрын
i come to listen to " peep poop poop"
@statquest
@statquest Ай бұрын
bam! :)
@curiosityspace8635
@curiosityspace8635 4 ай бұрын
Oh man i literally watch his videos like a web series its very fun and very easy to understand thank you very much sir !!!!😭😭
@statquest
@statquest 4 ай бұрын
Thanks!
@sheltonsong6120
@sheltonsong6120 Жыл бұрын
Clearly explained the difference between RNN and normal network, gradient vanishing/exploding! Looking forward to the LSTM and Transformer videos!!!
@statquest
@statquest Жыл бұрын
Thanks!
@sinarokhideh6794
@sinarokhideh6794 Жыл бұрын
KA-BAAAM! Thank you for all these amazing videos. I wish you had different series about CNNs and RNNs separately.
@statquest
@statquest Жыл бұрын
If you want to learn about CNNs, see: kzfaq.info/get/bejne/fq2ndbt1sKzPaX0.html
@sinarokhideh6794
@sinarokhideh6794 Жыл бұрын
@@statquest How could I not have seen this?! By different series, I mean it would be great if you could create more videos covering each of these topics in more detail. But of course, you've already done so far, and I'm so grateful to you for sharing your knowledge in such a good way.
@Raulvic
@Raulvic Жыл бұрын
Thank you for sharing 🙂 super excited for the transformers statsquest!
@statquest
@statquest Жыл бұрын
Thanks!
@chriskong7418
@chriskong7418 5 ай бұрын
Love the little embarrassing singings during the videos. Subscribed. Great videos!
@statquest
@statquest 5 ай бұрын
Thanks!
@SeV5410
@SeV5410 Жыл бұрын
Awesome! Thank you, once again, for such a clean and didactic explanation !!
@statquest
@statquest Жыл бұрын
Glad you liked it!
@chelvynchristsonimmanuel1453
@chelvynchristsonimmanuel1453 Жыл бұрын
Amazing explaination with simple, easy-absorb, attractive method and but still pursue clear concept. 🙂 Kabaam... nice job
@statquest
@statquest Жыл бұрын
Thank you! :)
@wongkitlongmarcus9310
@wongkitlongmarcus9310 3 ай бұрын
Josh, you are the person who make ML theory so understandable!
@statquest
@statquest 3 ай бұрын
Thank you!
@maximus2978
@maximus2978 4 ай бұрын
You are insane Man, very clear and understandable explaination!! Thanks a ton 🎉
@statquest
@statquest 4 ай бұрын
Happy to help!
@krishnaphanindra1841
@krishnaphanindra1841 6 ай бұрын
Beautiful and succinct explanations!! So glad I found your channel....lots of love
@statquest
@statquest 6 ай бұрын
Thanks!
@brandonso5477
@brandonso5477 8 ай бұрын
why are you master of everything???? I have been watching your video for two years through out my university course
@statquest
@statquest 8 ай бұрын
Ha! Thank you! :)
@zeljkobalanovic8900
@zeljkobalanovic8900 Жыл бұрын
That intro was sick. I smashed like button immediatelly :D
@statquest
@statquest Жыл бұрын
bam! :)
@mohammadahmedbasri3067
@mohammadahmedbasri3067 Жыл бұрын
Thank you for this amazing explanation! Waiting for the video on LSTM! :)
@statquest
@statquest Жыл бұрын
Coming soon!
@dikshagupta3500
@dikshagupta3500 Жыл бұрын
Your book on Machine Learning was excellent. I am looking forward to reading your book on deep learning.
@statquest
@statquest Жыл бұрын
Thank you very much!
@cecilia-cg3he
@cecilia-cg3he 8 ай бұрын
Muchas gracias por traducirlo, es un muy buen material❤
@statquest
@statquest 8 ай бұрын
De nada!!! :)
@mermich
@mermich 8 ай бұрын
You graced upon us as a stats saviour :))) Send love from Australia
@statquest
@statquest 8 ай бұрын
Awesome! Thank you!
@mostafamarwanmostafa9975
@mostafamarwanmostafa9975 Жыл бұрын
Thank YOUUU Clearly explained !! I have been struggling with it !
@statquest
@statquest Жыл бұрын
BAM! :)
@qwertz2167
@qwertz2167 Жыл бұрын
True Hero. I have an exam on 29th about rnns, lstms and transformers.
@statquest
@statquest Жыл бұрын
Good luck! :)
@fulcrumthewhite
@fulcrumthewhite Жыл бұрын
Very hyped for the video transformers ! Keep up the good work, it's amazing how good it is!
@statquest
@statquest Жыл бұрын
Thanks!
@loreii1982
@loreii1982 11 ай бұрын
I saw a light turning on my head! great video
@statquest
@statquest 11 ай бұрын
bam! :)
@giorda77
@giorda77 2 ай бұрын
Clear as day!!! Hooray!!!! Thank you Josh
@statquest
@statquest 2 ай бұрын
Thank you!
@justLu__
@justLu__ 4 ай бұрын
Hey, hopefully this will safe my Deep Learning exam. And... love the sound effects.
@statquest
@statquest 4 ай бұрын
Best of luck!
@NockyLucky
@NockyLucky 2 ай бұрын
Really liked the video. Quite creative and straight to the point!
@statquest
@statquest 2 ай бұрын
Thanks!
@safiyajd
@safiyajd Жыл бұрын
Josh, you are amazing! Thank God you exist
@statquest
@statquest Жыл бұрын
Thank you!
@sarahk13peace
@sarahk13peace Жыл бұрын
OMG I love you for your teaching style
@statquest
@statquest Жыл бұрын
Thank you! 😃
@cat-a-lyst
@cat-a-lyst 11 ай бұрын
you are vry very very very very very brilliant teacher ! you are my low variance and low bias position.
@statquest
@statquest 11 ай бұрын
bam! :)
@broccoli322
@broccoli322 Жыл бұрын
Im a simple man, I see statquest, I click like. Can't wait for the videos on transformers.
@statquest
@statquest Жыл бұрын
bam! :)
@lukastoral5059
@lukastoral5059 2 ай бұрын
Thank you for making these videos! They are very helpful.
@statquest
@statquest 2 ай бұрын
TRIPLE BAM!!! Thank you so much for supporting StatQuest!!! :)
@TheGibberingGoblin
@TheGibberingGoblin 8 ай бұрын
... you sir are a timeless legend!
@statquest
@statquest 8 ай бұрын
Thanks!
@lorryzou9367
@lorryzou9367 Жыл бұрын
Very impressive video! I always explain concepts in a simple way. Could you make more videos about deep learning?
@statquest
@statquest Жыл бұрын
I'm working on them as fast as I can.
@CharileYou
@CharileYou Ай бұрын
PENTA BAM!!! The best pre-course !
@statquest
@statquest Ай бұрын
Thanks!
@fmailscammer
@fmailscammer 11 ай бұрын
Very well explained, I’ll go watch the rest! Kaboom!
@statquest
@statquest 11 ай бұрын
Thanks!
@MuhammadShahzad-dx5je
@MuhammadShahzad-dx5je 8 ай бұрын
Thanks so much, sir for such useful content. Huge Respect!
@statquest
@statquest 8 ай бұрын
Thank you!
@matheusmoraes2316
@matheusmoraes2316 Жыл бұрын
Can’t believe I was working with a NLP problem at my job using LSTMS and then you just published a video about RNNs. You’re a lifesaver! By the way, would you consider doing a SOM or a Boltzmann Machine algorithm video in the future? Love from Brazil
@statquest
@statquest Жыл бұрын
I'll keep those topics in mind.
@AhmadAbuNassar
@AhmadAbuNassar 2 ай бұрын
Any darn fool can make something complex; it takes a genius to make something simple (" Albert Einstein"), and you made it very very simple. Thanks!
@statquest
@statquest Ай бұрын
Thank you very much! :)
@mahu1203
@mahu1203 10 ай бұрын
Thank you so much. You make great videos... Just great teaching. Thanks alot.
@statquest
@statquest 10 ай бұрын
Glad you like them!
@AI_Financier
@AI_Financier Жыл бұрын
Great video, you must become the President of the ClearlyExplainedLand
@statquest
@statquest Жыл бұрын
:)
@kamesh7818
@kamesh7818 8 ай бұрын
Awesome video series, very helpful. Thanks Josh
@statquest
@statquest 8 ай бұрын
Glad it was helpful!
@saichaitanyabalasankula6255
@saichaitanyabalasankula6255 Жыл бұрын
Great Video! I was struggling to understand math's behind vanishing and exploding gradient in detail and the points that you shared in the video are definitely useful. Could you please point to any additional articles which explain the math's in more detail. Thanks!
@statquest
@statquest Жыл бұрын
Look into "Backpropagation through time".
@user-gj4bj3eb9k
@user-gj4bj3eb9k 7 ай бұрын
u are king my friend perfect explanation with simple example
@statquest
@statquest 7 ай бұрын
Thanks!
@mohammedjaddoa9783
@mohammedjaddoa9783 Жыл бұрын
appreciate your effort & work,THANK YOU
@statquest
@statquest Жыл бұрын
Thank you!
@HEYTHERE-ko6we
@HEYTHERE-ko6we Ай бұрын
Those tones won won bam double bam kaboom n d fun way of learning, opens up mind for grasping things real quick as well as we can think freely wdout bcming nervous. U lord🙌
@statquest
@statquest Ай бұрын
Thanks!
@mohammadelghandour1614
@mohammadelghandour1614 Жыл бұрын
Great work ! I would like if you make more videos about the encoder-decoder parts of the network as well as integrating attention modules into RNN's
@statquest
@statquest Жыл бұрын
I'm working on those.
@GREENEYESSASHARONIN
@GREENEYESSASHARONIN Жыл бұрын
Your videos are wonderful love your humor ! :)
@statquest
@statquest Жыл бұрын
Thank you so much!
@hamzaahmad1224
@hamzaahmad1224 7 ай бұрын
Thank you for the video. I believe it was a clear explanation.
@statquest
@statquest 7 ай бұрын
Glad it was helpful!
@hasansoufan
@hasansoufan Жыл бұрын
You're the best, thanks from the heart❤
@statquest
@statquest Жыл бұрын
Thank you! :)
@akashkp9013
@akashkp9013 6 ай бұрын
Thank you Josh , this was awesome
@statquest
@statquest 6 ай бұрын
Glad you enjoyed it!
@FahimAhmed-gq4rh
@FahimAhmed-gq4rh 2 ай бұрын
Awesome explaination by the creator ❤
@statquest
@statquest 2 ай бұрын
Thank you!
@WALID0306
@WALID0306 6 ай бұрын
Gracias !! Estuvo excelente ✨✨✨✨ Bendiciones
@statquest
@statquest 6 ай бұрын
Muchas gracias!
@joaoperin8313
@joaoperin8313 Жыл бұрын
Mais um excelente vídeo. Parabéns
@statquest
@statquest Жыл бұрын
Muito obrigado! :)
@yuhanzhang2882
@yuhanzhang2882 Жыл бұрын
Having a "clearly explained" episode on Attention model could be interesting. There's a paper called "attention is all you need". I had an impression that attention model is somewhat equivalent to LSTM and RNN without looking back, but never grasped the details
@statquest
@statquest Жыл бұрын
I hope to cover attention soon.
@axelanderson2030
@axelanderson2030 Жыл бұрын
@@statquest I hope you do to
@yeohweixiangbenjy1983
@yeohweixiangbenjy1983 Жыл бұрын
All love. Looking forward to LSTM video.
@statquest
@statquest Жыл бұрын
Thanks! The LSTM video should be out on Monday.
@felipela2227
@felipela2227 5 ай бұрын
El video estuvo muy bien explicado, lo entendí facilmente. Gracias
@statquest
@statquest 5 ай бұрын
Muchas gracias! :)
@TPLCompany
@TPLCompany Жыл бұрын
Great video!! I can't wait for LSTM and transformer videos!
@statquest
@statquest Жыл бұрын
Coming soon!
@franciscoruiz6269
@franciscoruiz6269 Жыл бұрын
Man! You're the best youtuber over the world! My total respect for you! Have you ever thought showing us here a python code RNN and LSTM NN :D?
@statquest
@statquest Жыл бұрын
Thanks! We might use Lightning for LSTM and Transformers.
@alekseishkurin4590
@alekseishkurin4590 7 ай бұрын
Omg, that intro jingle is gold!
@statquest
@statquest 7 ай бұрын
bam!
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