Illustrated Guide to LSTM's and GRU's: A step by step explanation

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5 жыл бұрын

LSTM's and GRU's are widely used in state of the art deep learning models. For those just getting into machine learning and deep learning, this is a guide in plain English with helpful visuals to help you grok LSTM's and GRU's.
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Пікірлер: 457

@theaihacker777 5 жыл бұрын

I create much more contents like this! if you enjoy this, check out my other content at www.michaelphi.com

@mallarihiteshkumar4584 5 жыл бұрын

Hello sir, Ive understood the concept but I couldnt able to trace it on a paper with an example(bit confusing in tracing how the values changes from one layer to layer and how the updations are occurs ),if u have any simple example with tracing each and every step it will be much helpful for me(just a simple example with minimumal data ,and how to train,how to test) hope u will check this out and reply soon sir, thank you sir

@mallarihiteshkumar4584 5 жыл бұрын

OR else suggest any blog or book that has step to step explaination.

@alexmcinteercodegrowloopll6780 4 жыл бұрын

hey, we are neighbors, i was just scrolling across youtube and found this

@mehmetaliozer2403 4 жыл бұрын

I finally find a nice explanation to understand lstm metworks. thanks a lot. 👍

@akashchandra2223 3 жыл бұрын

Can you tell me how long it takes

@bounames 5 жыл бұрын

Finally a very clear explanation of LSTM's. Thank you.

@JohnDoe-fy5ws 5 жыл бұрын

Great video! A little suggestion: pump up the volume on your output because it was a little quiet. Other than that, your video was great and it was easily the best one on the topic that I could find. I'm a visual learner, so your diagrams really helped when no other videos could. Thanks again.

@AravindUkrd Ай бұрын

Also remove background noise or try using a better mic :)

@sansin-dev 4 жыл бұрын

The best explanation of different RNN operations I have seen so far, and I have seen most of them on KZfaq. Those animations really hit home. Keep up the good work, Mikael. I am curious to know what's up with all the thumbs-downers.

@shubhamk53 5 жыл бұрын

One of the Finest Concept Video and coolest animation I have seen on KZfaq. You are awesome Bro.

@ashishk81 5 жыл бұрын

cant express my happiness after watching this..finally understand LSTM thanks a lot !!! best animation and explanation method , keep doing this ...

@harsharip 4 жыл бұрын

Give this man a cheer. Finally, I understood what is going on inside that LSTM cell.

@ntp1235 5 жыл бұрын

This is what ,I was looking for.... Thank you very much,waiting for next video,Subscribed

@TheRefraX 5 жыл бұрын

This is most intuitive explanation of LSTM's I've come across. Thank you!

@layjain9739 4 жыл бұрын

This is clear, comprehensive, and overall amazing. Thanks a lot.

@seyedmatintavakoliafshari8272 2 жыл бұрын

It's quite artistic how you can pull off these subjects with minimalistic animations! Really helpful. Thanks.

@borispapic9510 5 жыл бұрын

Hey bud you're making great content, subbed. I'm convinced you'll become huge soon. Good luck!

@theaihacker777 5 жыл бұрын

Hey Boris Papić! Thank you so much for the kind words :) more content coming soon!

@_rohitag 5 жыл бұрын

Explaining it visually along with code did wonders for my understanding. Thanks a lot. Keeping making such gems.

@user-nx8ux5ls7q 3 жыл бұрын

I tried to understand this since 2016, gave up so many times. Now finally I understood. Thank you so much! Can't thank you enough!

@theaihacker777 5 жыл бұрын

For the readers, the written version can be found here towardsdatascience.com/illustrated-guide-to-lstms-and-gru-s-a-step-by-step-explanation-44e9eb85bf21 Thanks for watching :)

@MrJerry32323 5 жыл бұрын

Clear explanation, cool animation, awesome presentation... THE BEST TUTORIAL I'VE EVER SEEN!

@mokshnigamsatsangi1780 5 жыл бұрын

I've been waiting for such animated explanation of LSTMs from a long time. Thanks a billion for this though. Super nice and catchy ! I hope you cover maximum deep learning topics with this approach !!!

@liyuqi3779 Жыл бұрын

Excellent animated demonstrations! Better than ten Coursera courses combined in explaining LSTM

@praneethcj6544 4 жыл бұрын

I read your article on towards data science Very intuitive explanation ... You deserve respect sir..!!! Make more videos on deep learning Educate us more sir

@SunilKumar-kt3sc 5 жыл бұрын

Awesome presentation of this complex mechanism!

@munna427 5 жыл бұрын

You were good in explaining the difference between the LSTM and GRU.. Served the purpose I was looking for.. thx

@ThomasPanji 4 жыл бұрын

Finally i found the explanation of these layers. Thank you!!

@cgmiguel Жыл бұрын

This is one of the most clear explanation of a LSTM I’ve seen!

@guandongkou178 3 жыл бұрын

Amazing! This 11-minute video is more informational and inspiring than those 2-hour lectures from most college professors!

@LayneSadler 4 жыл бұрын

this was incredible! thank you. very cool that the cell is a NN unto itself. hidden state is the memory and output is the activation value of the cell.

@mahshida5557 5 жыл бұрын

Fantastic visuals and clear explanation. Thank you!

@devanshyadav4851 3 жыл бұрын

Your animation for explaining things in simplest way is awesome

@mickiq 5 жыл бұрын

Thanks for creating this illustration - super intuitive and straightforward!

@datngo2852 4 жыл бұрын

Amazing Job Mikael! Very well done! Thanks for explaining so eloquently!

@rahulrai1329 4 жыл бұрын

Very nice and intuitive explanation.Thanks a lot for letting me understand the concepts of LSTM and GRU

@shaelanderchauhan1963 4 жыл бұрын

Amazing stuff man please make full series on Deep learning you far better than most of the instructors online.

@mishalubich7141 2 жыл бұрын

Wow, this is a gem in the AI tutorial space!! Thank you so much!

@jellybella9694 5 жыл бұрын

Thanks for ur explanation, which makes the concept crystal clear!!

@lightyagmi4925 4 жыл бұрын

This is the best explanation i ever saw on LSTM

@cicadaman1317 4 жыл бұрын

Thanks Michael! This was a great supplement to Chris Olah's blog post.

@SuperHddf 2 жыл бұрын

You are the best so far of all I watched about LSTMs on KZfaq!

@nj8048 2 жыл бұрын

The best RNN explanation i've watched so far. Thank you!

@object814 Сағат бұрын

Thank you, very informative and clear, one of the most intuitive ones seen on YT, keep up the great job!

@cliffrunner 2 жыл бұрын

I am only half way through the video but can't wait to leave my comments here. It is a very nice piece of work! Great job! I have been reading posts and watching videos that can help me understand RNN, LSTM and GRU, and this video is by far the best to illustrate the key ideas of these networks.

@sniperzrx 2 жыл бұрын

These visualizations and explanations are just amazing

@peter-holzer-dev Жыл бұрын

Your animations help a lot in understanding! Many thanks for doing this! 🙏

@perwaaler 8 ай бұрын

Thank you, this is the clearest explanation of LSTM I've found by far! Perfect mixture of mathematical detail (no math is too little imo) and visualisations and metaphors for a high level conceputal understanding (very hard to find on this subject). LSTMs are hard to understand, at least they have been for me, so I really appreciate this!

@LopitalBB 2 жыл бұрын

The best explanation of LSTM ever! Thank you!

@cleverclover7 5 жыл бұрын

This is so good and clear. Thank you!

@mubarkali3340 4 жыл бұрын

finally, what I been looking for, very clear explanation, thank you so much for posting this video.

@dheerajaryasomayajula7657 3 жыл бұрын

Super helpful video. Really enjoyed it as it provides good basic knowledge to understand LSTMs. Thank you. Keep em coming!

@thomasdemunck4326 3 жыл бұрын

Complicated concepts explained simply, you won a subscriber.

@mauriciogtec 5 жыл бұрын

Amazingly well-explained and concise!

@PierLim 5 жыл бұрын

One of the best explanations on lstm, subbed!

@muhammadshoaibsikander2603 5 жыл бұрын

Excellent illustration and explanation. Thank you!

@AdityaAbhiram 4 жыл бұрын

Great work! This is the type of video I've been looking for! Thanks!

@carlbaskerville5331 4 жыл бұрын

One of the Finest Concept Video and coolest animation I have seen on KZfaq. You are awesome Bro. Perfect Bro. Thanks a lot. U made LSTMs a cute little toy, to play with.

@K_OAT Жыл бұрын

Amazing explanation and visualization! Thank you.

@user-td8vz8cn1h 8 ай бұрын

Thanks for such an amazing animations. They definitely contribute to better understanding of the given concepts.

@richsajdak 2 жыл бұрын

Thank you very much for this explanation. I finally understand what's happening in LSTMs

@siddharthpal7022 3 жыл бұрын

Excellent job explaining LSTMs!

@beatlekim 4 жыл бұрын

This is the best explanation of LSTM finally

@mwdcodeninja 4 жыл бұрын

An excellent walkthrough! Thank you!

@ahmedhany5037 5 жыл бұрын

Can't wait for more videos from you ! Keep it up !

@peterokonma5741 2 жыл бұрын

Thanks, this video is one of the best I have seen on the subject. Thanks also for follow up link for deeper understanding.

@Carrienoburden 3 жыл бұрын

You have a great voice and a wonderful video! Thanks for helping me understand GRUs and LSTMs!

@deeporblabs9564 3 жыл бұрын

Great overview. Will reference this video in our preparation. Thanks for sharing.

@bilincinontolojikizdirabi 3 жыл бұрын

OMG this video explains perfect such a complex object! THX

@orinc370 3 жыл бұрын

Clear explanation- thank you!!

@manueldeodati1728 Жыл бұрын

finally a clear and detailed explanation.. thank you !

@zarena50 3 жыл бұрын

Bravo! Thank you for the clear explaination.

@ehsanhonarvar 2 жыл бұрын

Very excellent and useful! Thank you Mr. Phi!

@behrouzbeheshti Жыл бұрын

Just AMAZING! Many thanks.

@Lord-V15 3 жыл бұрын

Wonderful explanation. Helped me answer so many job interview questions. thank you so much !!

@amirabouamrane7151 4 жыл бұрын

thanks I finally understand it ,great and easy explanation all the best

@gururaj4037 5 жыл бұрын

Perfect Bro. Thanks a lot. U made LSTMs a cute little toy, to play with.

@tooshallpass 2 жыл бұрын

You are amazing. Thanks for this crisp and clear explanation on this!

@coolsidize 5 жыл бұрын

Great content Michael! I have Subscribed, eagerly waiting for next video. You will surely become huge. Best of wishes!

@theaihacker777 5 жыл бұрын

Siddharth Goel thanks for the enthusiasm! Quite motivating to hear that from you. More content coming soon!

@faithfullady1957 4 жыл бұрын

Great job Michael, an excellent introduction.

@mohammedahmedabdelkaway9805 3 жыл бұрын

Thank you for your perfect explanation and well illustration.

@garethedwards6781 Жыл бұрын

Great video! Very clearly explained and the animations were helpful too.

@serdilanlunlu1419 Жыл бұрын

Thanks a lot for clear explanation, It is perfect with the use of animation.

@akbarghurbal 4 жыл бұрын

One of the best explanation of LSTM networks!

@ekleanthony7997 3 жыл бұрын

Great Video. finally I found a video that clears my doubt on LSTM. THANKS for the awesome work!

@satarupapanda7774 4 жыл бұрын

Excellent explanation and visualization ... thank you Micheal...

@gajuahmed4426 2 жыл бұрын

Thanks, buddy! You prove me wrong again and what an explanation in a different way.

@chrisogonas Жыл бұрын

Simple and clear. Thanks

@derbicalderon6900 3 жыл бұрын

Amazing video, thank you so much. Please keep up the good work.

@Rahidt100 3 жыл бұрын

This is the best explanation of LSTM !

@kaleabwoldemariam4288 2 жыл бұрын

Excellent, easy to understand, presentation.

@JustinDS 2 жыл бұрын

This video was great! Made LSTMs and GRUs so easy to understand. 🎓

@rafibasha1840 2 жыл бұрын

Thank you so much ,clearly explained

@magnusdauv132 4 жыл бұрын

Great explanation! Hope you'll do more of these in the future :)

@kirankamble1892 4 жыл бұрын

That's great animation and precise explanation. Thank you very much

@Molaga 3 жыл бұрын

An easy to understand and well-illustrated video. Thanks very much for your time and efforts. I am now subscribing to your channel and to know more and learn better.

@vermithius 4 жыл бұрын

Had been trying to figure out how LSTM works for a while now and was terribly confused as to how it worked. This cleared up everything I couldn't figure out before. Now I just need to figure out backpropogation.