Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition

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The AI Hacker

The AI Hacker

Күн бұрын

Пікірлер: 334
@theaihacker777
@theaihacker777 6 жыл бұрын
Check out the written version on my blog! towardsdatascience.com/illustrated-guide-to-recurrent-neural-networks-79e5eb8049c9
@allenshakespeare5202
@allenshakespeare5202 2 жыл бұрын
Hey Mike. Loved your informative video and your work. I am your FAN.
@yamininair5165
@yamininair5165 Жыл бұрын
Could you help me visualize the RNN as a normal neural network with input layer and hidden layers etc.
Жыл бұрын
Older videos = better and high quality
@theaihacker777
@theaihacker777 6 жыл бұрын
Everyone, thanks for watching! I have plans to do a series of these on practical ML algorithms widely used in the industry. Subscribe for more!
@amandac0903
@amandac0903 4 ай бұрын
thank u i love u i now get it
@willemvanderveen7567
@willemvanderveen7567 3 ай бұрын
Good stuff man
@prabhdeepsingh8726
@prabhdeepsingh8726 6 ай бұрын
This was great. I have seen countless videos on RNNs and LSTMs and nobody explained it by taking a simple example like you did. It was a perfect balance of theory with application.
@EmilyXieX
@EmilyXieX 4 жыл бұрын
Loved how clear and minimalist your animations and explanations were--really allowed me to focus on understanding the high-level intuition around RNNs. Thanks so much.
@aszahala
@aszahala 3 жыл бұрын
Yeah, finally a video that does not start with the useless "Hello! So basically [insert a two page long formal description that I'm not going to explain]" :D
@diasmashikov7793
@diasmashikov7793 3 жыл бұрын
Dude if you still hang out on this channel then thank you very much for clarifying the concept of RNN! You rock!!!
@saurabh9446
@saurabh9446 4 жыл бұрын
I've seen people saying that this is the best tutorial ever in each video. But this video is actually great video.
@Alaska-mk4ok
@Alaska-mk4ok 4 жыл бұрын
OMG I FINALLY UNDERSTAND HOW RNNS WORK OMG THANK YOU SO MUCH NO ONE HAS BEEN ABLE TO EXPLAIN THIS TO ME AS WELL AS YOU YOU ARE AMAZING I LEARNED THIGNS THAT I WAS NEVER ABLE TO LEARN THANKS TO YOU
@mohamedlabn3547
@mohamedlabn3547 6 жыл бұрын
the best Video i have ever see about RNN thank u alot
@yongkailiu1448
@yongkailiu1448 4 жыл бұрын
Mohamed Labn i don't think so. I guess he doesn't really know what's LSTM. Everything here is so stereotypical.
@sevenicolas2820
@sevenicolas2820 4 жыл бұрын
He made a second video about LSTMs and GRUs
@trexmidnite
@trexmidnite 3 жыл бұрын
Has plenty of saliva too!
@goodmusic284
@goodmusic284 2 жыл бұрын
This is the best explanation of RNNs I have seen on KZbin!
@akshaybareja4697
@akshaybareja4697 4 жыл бұрын
This is the CLEAREST explanation of RNNs I've seen. Thank you.
@magicofmountshasta8330
@magicofmountshasta8330 2 жыл бұрын
Probably the best explanatory video about RNNs that clicked for me :) Thanks!
@kazenokize2
@kazenokize2 4 жыл бұрын
your explained the vanishing gradient problem so much better than the course I'm taking, THANK
@stevendeverteuil7620
@stevendeverteuil7620 Жыл бұрын
Explained better than my PhD professor, you saved me before RNN hw and final exam!
@AnujTiwari
@AnujTiwari 4 жыл бұрын
this is what is teaching .. great man you are the real teacher .. thanks a lot ... wait for more videos ...
@theaihacker777
@theaihacker777 4 жыл бұрын
Thank you 🙏
@anipacify1163
@anipacify1163 10 ай бұрын
Light bulb moment indeed . Good explanation. Many professors themselves are bad at explaining this topic. the video is structured well too . Love this short but amazing tutorial
@Rrdd725
@Rrdd725 3 жыл бұрын
Best explanation on RNNs on youtube! Thank you very much!
@abhigyandatta2008
@abhigyandatta2008 2 жыл бұрын
RNNs can be intimidating for beginners. The way you introduced them are exceptional. Thanks for the video.
@valentindoring5105
@valentindoring5105 3 жыл бұрын
this video made me finally understand how RNNs work. Thank you so much!!
@ragequilt_
@ragequilt_ 4 жыл бұрын
This is, without doubt, the best quick explanation on RNN's I've seen so far.
@pavangupta6112
@pavangupta6112 Жыл бұрын
Awesome explanation. Liked the intuition aspect of explaining RNN. Keep the great work going!
@zukofire6424
@zukofire6424 Жыл бұрын
Thanks for this! I came out of my class with a very very blurry idea what RNN were, it's a lot clearer now! :)
@ikgjazz
@ikgjazz Жыл бұрын
Great Tutorial Michael. Extremely clear and easy to understand.
@tuanvutrinh2252
@tuanvutrinh2252 3 жыл бұрын
the best video about RNN i have ever seen
@jafetsierra1875
@jafetsierra1875 2 жыл бұрын
This is the best and simplest explanation i've found about RNN's by far. Thank you man.
@seanmci8149
@seanmci8149 3 жыл бұрын
As someone new to RNNs this explanation was very clear. Thank you.
@pranavbhagwat1734
@pranavbhagwat1734 3 жыл бұрын
Just the right amount of jargon that I understood but didn't get bogged down by. I feel much more comfortable tackling the details of RNNs now so thank you for making this video!
@learning2cube759
@learning2cube759 3 жыл бұрын
6:02 == light bulb moment Thank you very much for giving such an awesome explanation
@neespion1131
@neespion1131 3 жыл бұрын
Yeaaahhhhhh! I got the light bub moment! Absolutely Amazing
@rohandeshmukh6103
@rohandeshmukh6103 3 жыл бұрын
Best Explanation of RNN EVER !!!!!!!
@IMateme
@IMateme 5 жыл бұрын
Please keep going, You are a master in explaining.... don't stop
@markuskreutz4218
@markuskreutz4218 5 жыл бұрын
Holy sh**, this video was fantastic, because it actually explains the real application of RNN, namely being able to process a sequence of arbitrary length instead of a fixed length sequence, which could be also input in a normal NN from my understanding. Also, the part about short-term-memory and back propagation problems was really great.
@borisdrogendijk1888
@borisdrogendijk1888 Жыл бұрын
Mate great video, I am trying to learn how AI works and this is by far the most helpful video out there, cheers
@artkara5954
@artkara5954 3 жыл бұрын
Best RNN explanation, liked, keep the vids up brother
@velibor1
@velibor1 Жыл бұрын
you nailed it, best description ever
@ashishbhong5901
@ashishbhong5901 7 ай бұрын
it was not just help full but amazing, loved it.
@hcv1648
@hcv1648 3 жыл бұрын
thanks.. finally, I am able to make sense after spending so much of time with RNN.
@tellyrotsyourbrain
@tellyrotsyourbrain 4 жыл бұрын
Very clear explanation of what had previously been something of a mystery. Excellent! Thank you!
@SanjeevKumar-nm7ps
@SanjeevKumar-nm7ps 2 жыл бұрын
one of the best explanation, I have ever seen ❤
@yalinbahadir
@yalinbahadir 2 жыл бұрын
no perfect explanation exists except what you did. Thank you lot!
@gamagambogam
@gamagambogam 4 жыл бұрын
Your explanation is on point dude! Please make more explanation video about neural network architecture!
@kakolisen16
@kakolisen16 5 жыл бұрын
Very good and illustrative starter on RNN
@muhammadshoaibsikander2603
@muhammadshoaibsikander2603 5 жыл бұрын
Its awesome. I was struggling for many hours to understand the concept of vanishing gradients but you made me understand just in 10 minutes. Thanks!
@bayesianlee6447
@bayesianlee6447 5 жыл бұрын
best resource on RNN ever on any medium.
@kareenamulchandani3356
@kareenamulchandani3356 3 жыл бұрын
I really liked how simple this video was. I am studying BPharm and interested in Computer science. But everything seems like greek and latin. This is so well explained and me being from biology background could understand.
@erickolvera5407
@erickolvera5407 3 жыл бұрын
Great visualizations. They help to get the intuition faster.
@man041986
@man041986 4 жыл бұрын
THE BEST VIDEO ever about RNN. Thanks
@kremlinonfire
@kremlinonfire 4 жыл бұрын
Dude thank you a lot. I watched LOTS of videos and only yours gives this aha! moment! Thank you a lot again.
@theaihacker777
@theaihacker777 4 жыл бұрын
Thanks for watching 😁
@KannanKalidasan
@KannanKalidasan 4 жыл бұрын
the best video about sequence models. I become a big fan of you. After a few gems like Luis Serrano and 3B1B, you are next who explained the hard concepts in a simple way with a lot of fun. Thank you again.
@karolinaangelova6347
@karolinaangelova6347 4 жыл бұрын
The best explanation about RNN, thank you so much!
@karenzhuqianzhou5890
@karenzhuqianzhou5890 4 жыл бұрын
LIke the visualization and the clear explanation! Thanks!
@khaledkedjar3616
@khaledkedjar3616 3 жыл бұрын
Thank you man :) i really love your presentation ! i am so grateful, i hope you keep up with your videos thankx again
@alanmacdonald2277
@alanmacdonald2277 2 жыл бұрын
I found this to be incredibly helpful. Very well articulated and the visual representations are great. Thank you.
@marky9983
@marky9983 2 жыл бұрын
Such comprehensive video, thanks for ur work!
@someshkb
@someshkb 4 жыл бұрын
Excellent video. Simplistic explanation. Thank you for making it
@YenPitchayen
@YenPitchayen 2 жыл бұрын
Very good narrative, visualization. Please make more clips about intuition in machine learning algorithms.
@david0aloha
@david0aloha 5 жыл бұрын
I really like your videos. You give reasonably in-depth explanations, very clearly, and in about 10 minutes.
@hiral2cool
@hiral2cool 6 жыл бұрын
this is marvelous creation till now in the video lectures. Completely understood the basic concepts with very cool visualization. Great Man. Keep it up. Want more like this.
@theaihacker777
@theaihacker777 6 жыл бұрын
Thanks for the kind words :). More to come!
@mesfinfikre4626
@mesfinfikre4626 Жыл бұрын
you are excellent and cannot wait to see more of your videos.
@cleanpoop9929
@cleanpoop9929 4 жыл бұрын
Wow. What an amazing video on RNN. Thanks! Sign up for youtube's join program or whatever. I'd support videos like this.
@haohuynhnhat3881
@haohuynhnhat3881 4 жыл бұрын
very concise and understandable. Thanks for your explanation.
@danielenrique7184
@danielenrique7184 5 жыл бұрын
This is the most illustrative explanation about RNN that have ever see. Thanks a lot for sharing!
@danielmafileo4078
@danielmafileo4078 4 жыл бұрын
Please make more videos like this. Thank you for sharing
@neelagarwal2599
@neelagarwal2599 Жыл бұрын
super cool - simple, easy and crisp!! Thanks
@shubhamk53
@shubhamk53 6 жыл бұрын
finally, my vanishing gradient concept is cleared. A big thank you. Keep up the good work. You have definitely added one more subscriber.
@siripurapunarendra763
@siripurapunarendra763 4 жыл бұрын
Loved your explanation man. Yep ... you lit up my light bulb.
@mahmoudebrahimkhani1384
@mahmoudebrahimkhani1384 Жыл бұрын
Loved it! Very clear and intuitive explanation!👏👏👏
@fahdciwan8709
@fahdciwan8709 4 жыл бұрын
was this helpful??? bro, u made me understand RNN crystal clear in 10 mins. Thank you!!!
@zipfslaw3771
@zipfslaw3771 4 жыл бұрын
Great explanation and graphic for the vanishing gradient problem-thanks so much!
@theaihacker777
@theaihacker777 4 жыл бұрын
Glad it was helpful!
@carlosgines1518
@carlosgines1518 3 жыл бұрын
I like very much your video. It is very useful to have an overall picture about the difference neural networks Thank you
@박지원-s6t2r
@박지원-s6t2r 2 жыл бұрын
Amazingly easy explanation. thanks a lot. this video is very helpful for me like started to learning AI
@thevivekmathema
@thevivekmathema 4 жыл бұрын
This is the best quick exampels i have ever seen
@jingchang55
@jingchang55 5 жыл бұрын
Awesome video that helps me to grasp the RNN concept immediately. Please make more videos on AI. Thank you!
@elliotmunro8115
@elliotmunro8115 3 жыл бұрын
Such a good video! You definitely helped me to have that lightbulb moment! Cheers mate :D
@sidhumega
@sidhumega 4 жыл бұрын
Thanks for such great illustrations. This video serves as a great source for building intuition of RNN which otherwise requires lot of time and effort.
@acidtears
@acidtears 4 жыл бұрын
More please! You're great at talking and conveying information!
@sytekd00d
@sytekd00d 5 жыл бұрын
Yo dude! I finally get it! Thank you so much for your videos. They are amazing. I am more of a visual learner and your videos have helped tremendously. Please keep them coming.
@AhmedGadd
@AhmedGadd 4 жыл бұрын
So helpful to get the idea of RNN and the difference to LSTM.
@TheMegaFUNgurl
@TheMegaFUNgurl 2 жыл бұрын
Thankyou so much what an amazing video..... it cleared all my concepts related to RNN
@lakshmisimhan3379
@lakshmisimhan3379 3 жыл бұрын
Excellent explanation... Keep up the good work.
@ParulSharmaparul
@ParulSharmaparul 6 жыл бұрын
Great Tutorial ! Thank you so much. I came to RNN's tutorial after going through LSTM and GRU tutorial only to understand why does vanishing gradient occur. I could understand it really well. It's very helpful. Please make more such videos. Big Help!
@wesNeill
@wesNeill 4 жыл бұрын
Excellent video on the intuition behind RNNs! Subscribed!
@md.raufurrahman3657
@md.raufurrahman3657 3 жыл бұрын
Great explanation on RNN. Thank you.
@jayhu6075
@jayhu6075 Жыл бұрын
What a great explanation about this topic. Hopefully more from this stuff so as LLM. Many thanks.
@chnoco
@chnoco 5 жыл бұрын
Very useful for my final exam. Thank you!
@rachelthebear5064
@rachelthebear5064 4 жыл бұрын
Honestly really great explanation, as a art major, I think I at least understood the mechanism for my big data class now, thanks!
@johnr3936
@johnr3936 4 жыл бұрын
You are incredibly informative while staying concise. Wonderful video!
@sean...
@sean... 5 жыл бұрын
This was excellent, I suddenly understand the entire work flow and why LSTM was selected in my case study of text generation.
@mykhailo_chaus
@mykhailo_chaus 3 жыл бұрын
Nice video, even 3 years later, in time of transformers. This gave great intuition about basic architecture, though more information about stacked RNNs layers would be great.
@talkontech8524
@talkontech8524 3 жыл бұрын
This video is veey helpful. Thank you for making it.
@chandabcd
@chandabcd 3 жыл бұрын
This tutorial is priceless!!! Thank you so much
@BenStoneking
@BenStoneking 3 жыл бұрын
Great video! This is very helpful for my machine learning course project. I'm researching how to make an NN that can compose melodies so your video about RNN's was a great primer!
@amilamuthunayake810
@amilamuthunayake810 5 жыл бұрын
The best explanation so far. Hope to see videos on time series predictions.
@eckotan8523
@eckotan8523 5 жыл бұрын
The best videos about RNN!
@ahmedhany5037
@ahmedhany5037 5 жыл бұрын
Awesome video keep it up man !! Definitely great video ! I like how you explained in a really intuitive way !
@mohamednedal
@mohamednedal 4 жыл бұрын
Thanks for the nice demonstration! A couple of questions please. To establish a Multivariate Multi-Step LSTM Models - Multiple Input Multi-Step Output: 1. How can I design an LSTM network to take, for instance, 3 inputs to forecast a different output that depends on those 3 inputs? 2. How can I forecast multiple timesteps in the future without knowing the new inputs (because they're in the future)? If you could share an example code that would be much appreciated.
@mehdiaraghi4457
@mehdiaraghi4457 4 жыл бұрын
Clear and completely understandable. like that especially when you showed with the code.
@aceawan1562
@aceawan1562 5 жыл бұрын
@LearnedVector at 4:40 the output 01 and the left arrow that is the input of 2nd RNN, do they have the same values?
@darrenwastestime
@darrenwastestime 6 жыл бұрын
Great video! Would love to see LSTM and GRU
@MathPhysicsFunwithGus
@MathPhysicsFunwithGus Жыл бұрын
This is such a great explanation! Thank you!
@Mnerd7368
@Mnerd7368 3 жыл бұрын
Great explaination with amazing visuals!!! But can you make a video about CNNs (convolutional neural networks) and GANs (generative adversarial neural networks)
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