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Long Short-Term Memory (LSTM), Clearly Explained 

StatQuest with Josh Starmer
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Basic recurrent neural networks are great, because they can handle different amounts of sequential data, but even relatively small sequences of data can make them difficult to train. This is where Long Short-Term Memory (LSTM) saves the day. Long Short-Term Memory is a type of recurrent neural network that can handle much larger sequences of data without those pesky exploding/vanishing gradient problems that plague basic recurrent neural networks.
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0:00 Awesome song, introduction and main ideas
4:19 The sigmoid and tanh activation functions
5:58 LSTM Stage 1: The percent to remember
9:25 LSTM Stage 2: Update the long-term memory
12:42 LSTM Stage 3:Update the short-term memory
14:33 LSTM in action with real data
#StatQuest #LSTM #Dubbedwithaloud

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15 июн 2024

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Комментарии : 1,1 тыс.   
@statquest
@statquest Год назад
To learn more about Lightning: lightning.ai/ Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/ NOTE: Since LSTM is a type of neural network, we find the best Weights and Biases using backpropagation, just like for any other neural network. For more details on how backpropagation works, see: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-IN2XmBhILt4.html ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-iyn2zdALii8.html and ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-GKZoOHXGcLo.html The only difference with LSTMs is that you have to unroll them for all of your data first and then calculate the derivatives. In the example in this video, that means unrolling the LSTM 4 times (as seen at 17:49) and calculate the derivatives for each variable, starting at the output, for each copy and then add them together. ALSO NOTE: A lot of people ask why the predictions the LSTM makes for days other than day 5 are bad. The reason is that in order to illustrate how, exactly, an LSTM works, I had to use a simple example, and this simple example only works if it is trained to predict day 5 and only day 5.
@enggm.alimirzashortclipswh6010
@enggm.alimirzashortclipswh6010 9 месяцев назад
you deserve a a shamless promotion for this lecture dude.
@statquest
@statquest 9 месяцев назад
@@enggm.alimirzashortclipswh6010 Thank you! :)
@drranjitha
@drranjitha Год назад
"At first I was scared of how complicated the LSTM was, but now I understand." "TRIPLE BAM!!!" Thanks Dr. Starmer for teaching in a way I could follow. I am placing an order for your book today.
@statquest
@statquest Год назад
Hooray!!! Thank you very much! :)
@kylek29
@kylek29 Год назад
As someone who has watched a ton of videos on these topics, I can say that you probably do the best job of explaining the underlying functionality in a simple to follow way. So many other educators put up the standard flowchart for a model and then talk about it. Having the visual examples of data going in and changing throughout really helps hammer the concept home.
@statquest
@statquest Год назад
Thank you very much!
@suzhenkang
@suzhenkang Год назад
great great great great great great great great great great great great great great video!
@statquest
@statquest Год назад
@@suzhenkang Thank you very much! :)
@johnyeap7133
@johnyeap7133 Год назад
yes definitely
@chenchen4619
@chenchen4619 Год назад
@@statquest also cool sound effects
@robertpolevoi8630
@robertpolevoi8630 Год назад
Some rare teachers have instant cred. The moment they start talking you are convinced they really understand the subject and are qualified to teach it. As an experienced teacher of extremely challenging tech myself, I confess that I've never seen more complete and polished preparation. You are changing people's lives at just the moment when this is so critical. Best of everything to you.
@statquest
@statquest Год назад
Thank you very much! I really appreciate it.
@muhammadzakiahmad8069
@muhammadzakiahmad8069 11 месяцев назад
2 years into Data science, many paid an unpaid courses, never understood the underlying functionality of LSTM but today, Thank you Mr. Josh Starmer for being in my life.
@statquest
@statquest 11 месяцев назад
BAM! :)
@SY-jh3tg
@SY-jh3tg Год назад
I have been working in ML industry of 5 years now. But I never had this clear understanding. Not only have you explained this clearly but also sparked a curiosity to understand everything with this much clarity. Thanks Josh!!
@statquest
@statquest Год назад
Thank you! :)
@ranjitgopi7519
@ranjitgopi7519 8 месяцев назад
Thanks StatQuest for everything!
@statquest
@statquest 8 месяцев назад
TRIPLE BAM!!! Thank you so much for supporting StatQuest!!!
@PuroCyanHQ
@PuroCyanHQ Год назад
I have been waiting for your LSTM video for so long! No other videos can explain ML concepts as good as you do, you sir deserve a thousand BAMs!!
@statquest
@statquest Год назад
Thank you very much! BAM! :)
@gabrielplzdks3891
@gabrielplzdks3891 Год назад
The ease with which you explain these topics has inspired me to pursue a masters in data science. Thank you for helping me unveil my passion.
@rathnakumarv3956
@rathnakumarv3956 Год назад
One can learn any thing for passion. should invest money and time learning in only employable courses.
@statquest
@statquest Год назад
BAM! :)
@khoile1269
@khoile1269 11 месяцев назад
For a beginner, your videos make me feel easy to follow and understand. I love the way that you use the visual example with different colors so that it easier to follow. And the curiosity to learn more is the thing that makes your videos really impressive to me. Thank you, Josh!
@statquest
@statquest 11 месяцев назад
Awesome, thank you!
@crystalcleargirl07
@crystalcleargirl07 Месяц назад
the first stage of LSTM unit determines what percentage of long term memory is remembered ... you are absolutely amazing!
@statquest
@statquest Месяц назад
Bam! :)
@hemesh5663
@hemesh5663 Год назад
Mad respect for putting in the hours to prepare the material for the course. These topics are some of complicated ones and yet your illustration + explanation + awesome songs make it easy and enjoyable.
@statquest
@statquest Год назад
Thank you very much! :)
@dikshantgupta5539
@dikshantgupta5539 5 месяцев назад
I have never fully understood the working of LSTM and tried many blogs and videos on it until I watched your video. This is by far the best explanation on LSTM I have seen on internet. Thank you so much for putting so much of hard work in creating these types of videos.
@statquest
@statquest 5 месяцев назад
Glad it helped!
@sayakbhattacharya9188
@sayakbhattacharya9188 Год назад
Man the timing! I just saw your RNN video yesterday and was waiting for your LSTM video. Your timing is just impeccable
@statquest
@statquest Год назад
Perfect!
@deathstalkr_
@deathstalkr_ 14 дней назад
Watched a lot of videos on LSTM, but BAM…this was the one. I really liked the part where you put in real numbers and showed the calculations taking place. This really helped me get in the perspective of the inner workings. Kudos for putting in the hard work in making this amazing video.
@statquest
@statquest 14 дней назад
Thank you! :)
@felipeazank3134
@felipeazank3134 6 месяцев назад
This weekend I'll try going to church to thank god for your existence Josh, seriously
@statquest
@statquest 6 месяцев назад
bam! :)
@user-bv8jd9xz3s
@user-bv8jd9xz3s 9 месяцев назад
I read and watched various articles and videos about LSTM, but none of them explained as well and simply as you. I learned a lot from your video and I am indebted to you. Thank you for taking the time to make this video. I hope you are always healthy and happy. BAM :)
@statquest
@statquest 9 месяцев назад
Thank you!
@krapukhin
@krapukhin Год назад
Josh, your videos and book have been an incredible discovery for me. The visual explanation is much easier to understand. Thank you!
@statquest
@statquest Год назад
Thank you very much! :)
@be_cracked8212
@be_cracked8212 Год назад
Damn, these are very well explained. The somewhat silly humor isn't quite for me, but with these high quality explanations I couldn't care less about that. Great job!
@statquest
@statquest Год назад
Thanks! :)
@DavidWalker-ko6po
@DavidWalker-ko6po 6 месяцев назад
An exceptional explanation! I finally understand LSTMs after 6 months of trying to get my head around them! Thank you so much.
@statquest
@statquest 6 месяцев назад
Glad it was helpful!
@dallashutchinson3783
@dallashutchinson3783 Год назад
Such a wonderful explanation. Have been learning about LSTMs in my course but finally understand how it works now. Looking forward to the next step of the Quest!
@statquest
@statquest Год назад
Thanks!
@saeethegreat1672
@saeethegreat1672 Год назад
BEST TEACHER EVER! seriously how do you make such complicated matters so simple and easy to understand? You're amazing and even tho I didn't plan on learning Machine learning, I'm soooo gonna watch every last video on this channel! thank you for this!
@statquest
@statquest Год назад
Thank you very much! :)
@liuze9280
@liuze9280 Год назад
This is the best tutorial so far. Thank you for your clearly explanation! I watched every episode of your NN series. I am a CS student and building a voice cloning app for my honour project. Your tutorials are truly helpful!!!
@statquest
@statquest Год назад
Thanks! I'm really glad my videos are helpful! :)
@Rick-Chen
@Rick-Chen Год назад
This is the best video to clearly explain the concept of LSTM I have ever seen!
@statquest
@statquest Год назад
BAM!
@aayushjariwala6256
@aayushjariwala6256 Год назад
Requested a video on NLP some time ago and here StatQuest with a better explanation than I expected! (Other RU-vidrs and Courses taught me 'How LSTM works?' but your explanation taught 'Why LSTM works?' The clarification between sigmoid and tanh solved many of my questions)
@statquest
@statquest Год назад
Hooray! :)
@user-bd8jb7ln5g
@user-bd8jb7ln5g 10 месяцев назад
I clicked like before watching the video but after 5 seconds of scrolling through the visualizations. You have some of the best visualizations on this topic on RU-vid. Glad I found your channel.
@manonarasimha3913
@manonarasimha3913 26 дней назад
You explain the concepts extremely well and in a simple manner! Thank you very much!
@statquest
@statquest 26 дней назад
Thanks! :)
@ashfaqueazad3897
@ashfaqueazad3897 Год назад
Your videos should begin with "universities hate this guy, learn how you increase your knowledge with Josh" 😂
@statquest
@statquest Год назад
BAM! :)
@computerconcepts3352
@computerconcepts3352 Год назад
The university I'm in is hiring new professors, I wish Josh Starmer is my statistics professor, lol
@Ragnarok540
@Ragnarok540 Год назад
Universities actually love they can use these videos as material.
@juanpabloaschieri6336
@juanpabloaschieri6336 Год назад
Litterally got recomended the channel by my professor, so i would say that necessarilly
@picassoofai4061
@picassoofai4061 Год назад
@@Ragnarok540 Yes, they can afford giving poor classes because students will study on their own. Essentially making degrees useless.
@RajkumarDarbar
@RajkumarDarbar Год назад
I can't go to the next video without saying a big thanks to you here !! loved this explanation !! 👏
@statquest
@statquest Год назад
Thank you! 😃!
@chandrachalla3466
@chandrachalla3466 11 месяцев назад
This is an awesome video to explain LSTM. I have a little knowledge about LSTM (I felt that is required to understand this video) - but you made it really clear and eloquent. Your voice is perfect and clear. Hats off !! Thank you so much
@statquest
@statquest 11 месяцев назад
Glad it was helpful!
@xiaoHuanyu1027
@xiaoHuanyu1027 3 месяца назад
i think this is the most clear explanation of LSTM i've ever seen. i've watched many other videos that teaches LSTM, but none of them made me feel so clear about this thing!
@statquest
@statquest 3 месяца назад
Thank you!
@Bramsmelodic
@Bramsmelodic Год назад
As usual, the best intuitive explanation i have seen for LSTM till now! I have banged my head on this topic in thousands of literature and videos who try to explain the same block diagrams over and over.. I got frustrated beyond a certain point. Thankfully Josh made this.. Atleast from a concept wise I am clear now..What Josh does to the community is commendable..
@statquest
@statquest Год назад
Thank you very much! :)
@leon9413exe
@leon9413exe Год назад
Use simple words to help me understand some complex concepts! Really appreciated that! Looking forward to learning Transformers from you soon!
@statquest
@statquest Год назад
Thanks! :)
@marisa4942
@marisa4942 7 месяцев назад
Thank you so much for continuing to upload videos on this machine learning topic!! Your videos has saved my grade a year ago and now it has helped my team members understand the concept very easily!
@statquest
@statquest 7 месяцев назад
Thanks!
@MCMelonslice
@MCMelonslice Год назад
Gosh, Josh. You make learning such a breeze. Thank you very much for every single BAM!
@statquest
@statquest Год назад
BAM! :)
@viveksundaram4420
@viveksundaram4420 Год назад
How does this channel not have 100 million subscribers already? What a beautiful content. Love the way things are presented.
@statquest
@statquest Год назад
Thank you! :)
@sinarokhideh6794
@sinarokhideh6794 Год назад
Just WOW! Can't wait to see the third part of this series (Transformers). Thank you, Josh.
@statquest
@statquest Год назад
Thanks! :)
@pb9405
@pb9405 Год назад
Your videos are very accessible, I love them. I'll definitely recommend them when I'm asked for introductions to Machine Learning content.
@statquest
@statquest Год назад
Awesome! Thank you! :)
@gloriasegurini3957
@gloriasegurini3957 3 месяца назад
I'm currently studying for my NLP exam. Sending all my gratitude from Italy for such a clear and in-depth explanation.
@statquest
@statquest 3 месяца назад
Good luck! BAM! :)
@sidverma1888
@sidverma1888 Год назад
Thank you professor, you are the best!
@statquest
@statquest Год назад
Thanks!
@yashsonune4391
@yashsonune4391 6 месяцев назад
Can't thank you enough! the dedication you put in this video is amazing. You are my guru (or shall I call it Yoda).
@statquest
@statquest 6 месяцев назад
Wow, thank you!
@parthmangalkar
@parthmangalkar Год назад
This tutorial was too good!! Now I clearly know how LSTMs work, and how they are used to solve the Vanishing/Exploding Gradient Descent problem. Thank you StatQuest!!
@statquest
@statquest Год назад
BAM! :)
@mahu1203
@mahu1203 10 месяцев назад
Thank you you are the best teacher, I have seen. 🎉🎉🎉 Hurray. I learn from you than from my actual teachers who just waste my time and break my nerves down .... Thank you 🙏🙏🙏🙏🙏🙏
@statquest
@statquest 10 месяцев назад
I'm glad my videos are helpful! :)
@MuddyRavine
@MuddyRavine Год назад
I'm taking an NLP class, we learned about LSTMs a couple weeks ago. I have already forgotten much. This was a very clear and well illustrated example of how they work. Hopefully the percentage of what I now know about LSTMs that is added to my long term memory is now approaching one. Thank you! I'm waiting, with great attention, for the transformer video!!!
@statquest
@statquest Год назад
Awesome! I'm glad to hear the video was helpful! :)
@otsogileonalepelo9610
@otsogileonalepelo9610 Год назад
Attention is all you need 😃😃
@statquest
@statquest Год назад
@@otsogileonalepelo9610 :)
@shoto6018
@shoto6018 Год назад
BAAAM, First. Gotta Thank Professor Josh before I even watch the video
@statquest
@statquest Год назад
bam! :)
@billy.n2813
@billy.n2813 Год назад
Thank you very much sir. I was hired as an undergraduate research assistant earlier this year, and took this opportunity to discover and learn about Deep Learning. I am currently learning about RNNs, and this video was of great value to me. Thank you very much for this.
@statquest
@statquest Год назад
Glad it was helpful! :)
@Jjjj24971
@Jjjj24971 Год назад
I have watched almost all of your videos from the beginning ... I found that your teaching skills and visualization skills become better and better in every single video. This is the best quality of a data scientist, which I do not find in many data scientists.
@statquest
@statquest Год назад
Wow, thanks!
@brentcos9370
@brentcos9370 5 месяцев назад
Dr. Starmer, you're a rockstar! Your videos are a life-saver. I use your videos as supplementary training as I go through other ML/DL/AI courses. The visualizations are amazing and your explanations are equally amazing. 😎👊
@statquest
@statquest 5 месяцев назад
Glad to help!
@jinchengliu9586
@jinchengliu9586 Год назад
Amazingly explained! Can't wait to watch transformer!
@statquest
@statquest Год назад
Thank you! :)
@ttominable
@ttominable Год назад
Im a native spanish speaker and when this video played speaking spanish my face was genuine horror, mainly because im used to josh’s voice. I’m glad i could switch it back
@statquest
@statquest Год назад
Ha! That's funny. Well, to be honest, one day my dream is to record my own Spanish overdubs. I'm still very far away from that dream coming true, but maybe one day it will happen.
@wistahjk
@wistahjk Год назад
I was learning about LSTM for the last two months; still struggled to understand what exactly happening inside until I watched this video. Huge thanks for the content creator. Still, I am struggling about the weights and bias values. Please make your next video on that, if possible. Once again, Thank you so much.
@statquest
@statquest Год назад
The weights and biases are optimized with backpropagation, which I explain in these videos: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-IN2XmBhILt4.html ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-iyn2zdALii8.html and ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-GKZoOHXGcLo.html
@javadrahmannezhad9908
@javadrahmannezhad9908 Год назад
Definitely the best visual explanation of LSTM I have ever seen!! Can't wait for your video for Transformers.
@statquest
@statquest Год назад
Glad you liked it!
@javadrahmannezhad9908
@javadrahmannezhad9908 Год назад
@@statquest Do you have any timeline in mind for a video on Transformers?
@plafle-zi7mi
@plafle-zi7mi 4 месяца назад
Thanks so much! It is really the best tutorial! However, I do have a tiny problem. I really appreciate it if you could give me some help. In 18:00, when using LSTM to predict company A, you said that the final short-term memory represents the predicted price on day 5. So, when you input the price on day 3 (which is 0.25), the short-term memory (which is -0.2) should represent the predicted price on day 4. However, the real price on day 4 is 1. There seems to be some problems.
@statquest
@statquest 4 месяца назад
In order to keep this example as simple as possible (so I could illustrate it), this model was only trained to predict the value on day 5. It wasn't trained to predict the value on day 3 or any other day.
@plafle-zi7mi
@plafle-zi7mi 4 месяца назад
Got it. Thanks for the swift and helpful reply! I'm truly grateful for your help and your tutorial!@@statquest
@saikrishna-ie1xf
@saikrishna-ie1xf Год назад
great series of videos, please make some for "transformers" too!! Thanks in advance
@statquest
@statquest Год назад
I'm working on them.
@vishnuprasadj6511
@vishnuprasadj6511 Год назад
Finally, I understood LSTM. Clean and simple explanation. Probably the best one about LSTM.
@statquest
@statquest Год назад
Thank you! :)
@familywu3869
@familywu3869 Год назад
Thank you so much for all of your tutorials, Josh! Really clearly explained and very helpful!
@statquest
@statquest Год назад
Glad you like them!
@sohamborkar2117
@sohamborkar2117 Месяц назад
It was the most easy explaination of LSTM ever, Thank You So Much...
@statquest
@statquest Месяц назад
Thanks!
@mateuszsmendowski2677
@mateuszsmendowski2677 11 месяцев назад
The best explanation how LSTM cell works.
@statquest
@statquest 11 месяцев назад
Thank you!
@adityarajora7219
@adityarajora7219 7 месяцев назад
I have no clue why on earth such content is FREE!
@statquest
@statquest 7 месяцев назад
bam! :)
@NJCLM
@NJCLM 10 месяцев назад
Thank you so much! I became a payed member. I wish you great success in your passion for teaching.
@statquest
@statquest 10 месяцев назад
Awesome, thank you!
@juliank7408
@juliank7408 4 месяца назад
Thank you very much! Complex, but clear I think I will need to rewatch your videos to really understand and remember
@statquest
@statquest 4 месяца назад
Thanks!
@Murattheoz
@Murattheoz 9 месяцев назад
Your videos always puts a smile on my face, while learning.
@statquest
@statquest 9 месяцев назад
Hooray! :)
@FullStackAmigo
@FullStackAmigo Год назад
This was the best video about LSTMs that I've ever seen! Thanks!
@statquest
@statquest Год назад
Thank you! :)
@viratzz
@viratzz 2 месяца назад
Truly a magical way of explaining such complex topics!
@statquest
@statquest 2 месяца назад
Thank you!
@wervertonfg
@wervertonfg Год назад
Didática impressionante. Vi várias vídeos e esse foi o que mais deixou claro.
@statquest
@statquest Год назад
Muito obrigado!
@clemmensenwilliamson6520
@clemmensenwilliamson6520 2 месяца назад
Man!.. This video is awesome! .All of your videos are awesome! You are awesome!!!
@statquest
@statquest 2 месяца назад
Glad you like them!
@drramasubramaniam6724
@drramasubramaniam6724 9 месяцев назад
Excellent introduction to LSTMs. Thank you Josh
@statquest
@statquest 9 месяцев назад
Thank you!
@user-im4vl3ko5h
@user-im4vl3ko5h 4 месяца назад
Wow! These videos are absolutely incredible! What a presentation!
@statquest
@statquest 4 месяца назад
Thank you!
@user-gx9hk8gt3k
@user-gx9hk8gt3k Год назад
Outstanding! Thank you for the LSTM video! It was of great help to me!
@statquest
@statquest Год назад
Great to hear!
@kc66
@kc66 Год назад
Hands down the best explanation for LSTM!
@statquest
@statquest Год назад
Wow, thanks!
@willw4096
@willw4096 9 месяцев назад
Agreed.
@nischalpatel1583
@nischalpatel1583 Год назад
I am in Love with your videos!!!! I was going through hell understanding LSTM but now I can say, I have some grasp🙌🙌
@statquest
@statquest Год назад
Hooray! I'm glad they are helpful.
@vrajmalvi7194
@vrajmalvi7194 7 месяцев назад
best explanation ever, i can't express how glad I am to found this channel. 100% better than the paid course I am doing right now. Thank you :).
@statquest
@statquest 7 месяцев назад
Glad you enjoy it! :)
@iamgauravnigam
@iamgauravnigam Год назад
So far the best explanantion for LSTM. Thanks a lot for this video. EAgerly waiting for the next stage 'Transformer'.
@statquest
@statquest Год назад
Thanks!
@high_fly_bird
@high_fly_bird Год назад
omg i am so fond of these videos! Thank you so much for doing it!
@statquest
@statquest Год назад
Thanks!
@PremKumar-ym3vh
@PremKumar-ym3vh Год назад
This what Teaching should be. I have tried watching a bunch of videos in youtube almost all of them were technical jargon. Didnt understand the why part! Thank you Dr. Starmer for making such videos
@statquest
@statquest Год назад
Thank you!
@user-xk8zu3jb2z
@user-xk8zu3jb2z 5 месяцев назад
Amazing explanation. It just cannot be better.
@statquest
@statquest 5 месяцев назад
Glad you liked it!
@minerodo
@minerodo 9 месяцев назад
You are the best explaining! Thanks!
@statquest
@statquest 9 месяцев назад
Glad you think so!
@leejo5160
@leejo5160 Год назад
The best explanation on LSTM ever! Thank you so much!
@statquest
@statquest Год назад
Glad it was helpful!
@leejo5160
@leejo5160 Год назад
@@statquest Thank you for your reply, Josh. One thing I am a little confused about is the difference between short term memory and prediction. At around 18:00 when you explain the day 5 prediction, you said that the final short term memory is day 5 prediction. Does that mean the input value is the actual price at a certain date and the short term memory is the price prediction at a certain date. If that's the case, then the short term memories should be very close to the input values but they are not (0, -0.1, -0.1 ,-0.2 vs 0, 0.25, 0.5, 1).
@statquest
@statquest Год назад
@@leejo5160 The model was only trained to predict the output on day 5. And, as such, only makes good predictions for day 5. However, we could train it to predict every day if we wanted to. We'd probably need more data or a more complicated model (more layers or a fully connected network at the end).
@amanpreetchander7386
@amanpreetchander7386 10 месяцев назад
Your tutorials are amazing. I wish you a good luck for your future. Thank you for making such an amazing tutorials 🙂
@statquest
@statquest 10 месяцев назад
Glad you like them!
@gheyathmustafa6467
@gheyathmustafa6467 Год назад
Well done.. more than clearly explained... really its highly appreciated your hard and great work here... to easy understanding...🙏🙏
@statquest
@statquest Год назад
Thank you very much! :)
@er.shashikantkumar9584
@er.shashikantkumar9584 Год назад
Sir, this is my extremely awaited topic.A lot of Thanks. i know after watching LSTM my doubt will be clear.
@statquest
@statquest Год назад
BAM! :)
@lancezhang892
@lancezhang892 6 месяцев назад
Finally, I understand the mechanism. Thanks, Josh!
@statquest
@statquest 6 месяцев назад
bam!
@lima8919
@lima8919 Год назад
Excellent! StatQuest has explained XGB and DL mostly clearly I have ever seen. I can't wait for your new videos on attention and transformer.
@statquest
@statquest Год назад
Thank you!
@mingjiazhu5559
@mingjiazhu5559 5 месяцев назад
Super clear explanation. Many thanks!!
@statquest
@statquest 5 месяцев назад
Thank you!
@girmayberhe6127
@girmayberhe6127 Год назад
Great explanation!!! Now I understand LTSM. Thanks a lot !!! 🙏
@statquest
@statquest Год назад
Thanks!
@user-io5ee8rc2s
@user-io5ee8rc2s Год назад
Thank you for great lesson. I understand how each gate works.
@statquest
@statquest Год назад
Thanks!
@Fahhne
@Fahhne Год назад
Great video, helped me deeply understand each part of the LSTM, thanks a lot.
@statquest
@statquest Год назад
Glad it helped!
@raven-888
@raven-888 Год назад
This channel is a blessing
@statquest
@statquest Год назад
Thank you! :)
@sanasaleh2750
@sanasaleh2750 2 месяца назад
Really grateful for your dedication..Perfect video like always..Yet I missed the last part in which you revise the whole concept
@statquest
@statquest 2 месяца назад
I miss those parts too. But very few people watched them. :(
@sanasaleh2750
@sanasaleh2750 2 месяца назад
@@statquest 😥.. Those 2 mins are really helpfuk in grasping the essence of the complete video. Btw, I am glad I found your channel to make me understand the real stuff without getting confused in complex mathematical notations.
@yousufahmed985
@yousufahmed985 2 месяца назад
HOLY SMOKES the concept is now crystal clear 🔥🔥🔥🔥🔥
@statquest
@statquest 2 месяца назад
Hooray! :)
@amitmca1984
@amitmca1984 5 месяцев назад
Thanks for easy explanation of this complicated topics :)...you are superb👍
@statquest
@statquest 5 месяцев назад
Thank you!
@ninjanape
@ninjanape Год назад
Thank you so much for this, so well explained. MEGA BAM!
@statquest
@statquest Год назад
Glad you enjoyed it!
@hey-its-me239
@hey-its-me239 5 месяцев назад
Thank you so much for your videos! I never knew my brain could handle such THE COMPLICATED CONCEPTS! TRIPLE BAM!!!!!!!!! 🥰😍🤩
@statquest
@statquest 5 месяцев назад
Happy to help!
@beulahnarendrapurapu2029
@beulahnarendrapurapu2029 Год назад
You are the bestest teacher I've ever seen. I am a teacher my self, currently also a student taking AI course.
@statquest
@statquest Год назад
Thank you! :)
@user-og9sj5jo6e
@user-og9sj5jo6e Год назад
Good Job. The best clearly explanation
@statquest
@statquest Год назад
Thank you! :)
@rahultivarekar6768
@rahultivarekar6768 8 месяцев назад
Thank you once again for a wonderful knowledge sharing and presentation. 🙂 TRIPLE BAM!!!
@statquest
@statquest 8 месяцев назад
Thanks!
@abhitrana3425
@abhitrana3425 Год назад
Very well explained; thank you so much!
@statquest
@statquest Год назад
Thank you!
@mabyes
@mabyes Год назад
Another video I loved!! Thank you a lot! 🤗🙏
@statquest
@statquest Год назад
Glad you enjoyed it!
@tomatorama
@tomatorama Год назад
thank you a lot for this video, you really made it clear to me, thank you again and bless you for this !
@statquest
@statquest Год назад
Glad it was helpful!
@tupaiadhikari
@tupaiadhikari 10 месяцев назад
Thank You professor. Now I can proudly say that I understand LSTM and can calculate the output of LSTM using Microsoft Excel
@statquest
@statquest 10 месяцев назад
Glad it was helpful!
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