Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)

  Рет қаралды 222,355

StatQuest with Josh Starmer

StatQuest with Josh Starmer

Күн бұрын

One of the coolest things that Neural Networks can do is classify images, and this is often done with a type of Neural Network called a Convolutional Neural Network (or CNN for short). In this StatQuest, we walk through how Convolutional Neural Networks work, one step at a time, and highlight the main ideas behind filters and pooling.
NOTE: This StatQuest assumes that you are already familiar with...
The main ideas behind neural networks: • The Essential Main Ide...
The main ideas behind backpropagation: • Neural Networks Pt. 2:...
Neural networks with multiple inputs and outputs: • Neural Networks Pt. 4:...
For a complete index of all the StatQuest videos, check out:
statquest.org/video-index/
If you'd like to support StatQuest, please consider...
Buying my book, The StatQuest Illustrated Guide to Machine Learning:
PDF - statquest.gumroad.com/l/wvtmc
Paperback - www.amazon.com/dp/B09ZCKR4H6
Kindle eBook - www.amazon.com/dp/B09ZG79HXC
Patreon: / statquest
...or...
KZbin Membership: / @statquest
...a cool StatQuest t-shirt or sweatshirt:
shop.spreadshirt.com/statques...
...buying one or two of my songs (or go large and get a whole album!)
joshuastarmer.bandcamp.com/
...or just donating to StatQuest!
www.paypal.me/statquest
Lastly, if you want to keep up with me as I research and create new StatQuests, follow me on twitter:
/ joshuastarmer
0:00 Awesome song and introduction
1:51 Image classification with a normal Neural Network
4:28 The main ideas of Convolutional Neural Networks
4:59 Creating a Feature Map with a Filter
7:58 Pooling
9:48 Using the Pooled values as input for a Neural Network
11:29 Classifying an image of the letter "X"
13:04 Classifying a shifted image of the letter "X"
#StatQuest #NeuralNetworks #Convolution

Пікірлер: 738
@statquest
@statquest 2 жыл бұрын
Learn how to code a simple Convolutional Neural Network with this fully annotated Jupyter Notebook: lightning.ai/lightning-ai/studios/build-train-and-use-a-convolutional-neural-network The full Neural Networks playlist, from the basics to deep learning, is here: kzbin.info/www/bejne/eaKyl5xqZrGZetk Support StatQuest by buying my book The StatQuest Illustrated Guide to Machine Learning or a Study Guide or Merch!!! statquest.org/statquest-store/
@evelinewuytens2890
@evelinewuytens2890 2 жыл бұрын
Great playlist! Can you also make a video on variational autoencoder networks?
@statquest
@statquest 2 жыл бұрын
@@evelinewuytens2890 I'll keep that in mind.
@bennybenbenw
@bennybenbenw Жыл бұрын
Hey josh, is that possible to make videos about rcnn, fast rcnn, faster cnn & yolo I watched some videos and read some paper, didnt clear explain math part(only understand basic concept) Especially how to caculate selective search, how to train(one image contain many classification, how to train when we have many many images)
@statquest
@statquest Жыл бұрын
@@bennybenbenw I'll keep those topics in mind.
@GeekyMan
@GeekyMan 3 жыл бұрын
I can't imagine how much time and effort you put for: 1. Creating the content and simplifying it for us 2. Create the animated ppts 3. Explaining every step with great detail and simplicity I just wanna give a huge hug to you sir! You are an asset. ❤❤
@statquest
@statquest 3 жыл бұрын
Wow, thanks!
@olli3686
@olli3686 3 жыл бұрын
@@statquest for real! This is amazing! Thank you so much
@raunak5344
@raunak5344 4 ай бұрын
4. Writing the song lines and adding attractive music to them to add some entertainment to the whole matter
@ddb276
@ddb276 Жыл бұрын
As a Cambridge qualified PhD Mathematician, I cannot begin to describe how fantastic your series are. The way you simplify the concepts, yet keep true to the underlying Mathematics is quite amazing. Not to mention the great animations, dynamic graphs and equations, etc. Well done Josh, for making principled data science accessible to the general audience.
@statquest
@statquest Жыл бұрын
Wow! Thank you very much!
@birdwalkin
@birdwalkin 7 ай бұрын
As a person with a PhD in Subjective Applied Mathematics from the University of American Samoa, I approve this message
@RomaineGangaram
@RomaineGangaram Ай бұрын
Josh needs to be on brilliant,can you guys help
@TuanLe-oc9te
@TuanLe-oc9te 3 жыл бұрын
You saved my life. The best CNN explanation I've ever seen
@statquest
@statquest 3 жыл бұрын
Hooray!
@danielniels22
@danielniels22 3 жыл бұрын
why did it save you? do u have Neural Network homework or what?
@AMVSAGOs
@AMVSAGOs 3 жыл бұрын
Eagerly waiting for LSTM and it's varients. awesom explaination ...
@statquest
@statquest 3 жыл бұрын
Noted
@vidocqh8670
@vidocqh8670 3 жыл бұрын
@@statquest And GRU, please!
@shrutik9673
@shrutik9673 Ай бұрын
BEST CNN VIDEO IN THE INTERNET
@statquest
@statquest Ай бұрын
bam! :)
@sagnikbhattacharya7597
@sagnikbhattacharya7597 4 ай бұрын
Just wanted you to know that I'm earning my bread and butter just because of you. Thank you teacher!
@statquest
@statquest 4 ай бұрын
Congratulations! BAM! :)
@dmitriykalashnikov85
@dmitriykalashnikov85 3 жыл бұрын
Amazing work. I'm started learning DS and I can't imagine how I can handle all of this information without your videos. Big thanks for everything you've done, do and will do
@statquest
@statquest 3 жыл бұрын
Thank you very much! :)
@srmsagargupta
@srmsagargupta 3 жыл бұрын
Everytime I see a new video from you I feel like I got a GOLD coin for free. Thank you Sir!
@statquest
@statquest 3 жыл бұрын
Awesome!!!
@OpaKingKef
@OpaKingKef Ай бұрын
Bro you're carrying me through my ML course and exam
@statquest
@statquest Ай бұрын
Good luck! :)
@grantkim9124
@grantkim9124 Жыл бұрын
I was a undergrad poli-sci data analytics student three years ago. I couldn't imagine myself going into data science because I know I am not a STEM student nor do I have a great working brain for math. But when I watched your videos back then, I was able to get confidence that I can give myself a chance to study DS which I love. Here, three years later, I am in the MSDS program at Columbia University studying data science. This was only possible because of your ml/stats videos. I still find myself studying your videos to understand concepts, which allows me to read the text without spending countless days stuck. I sincerely thank you very much for giving me a chance to actually dive on such a complex but cool subject.
@statquest
@statquest Жыл бұрын
WOW!!! Congratulations!!! That is awesome. It's an honor to be a small part of your success and it motivates me to do more. Thank you!
@Techdadphd
@Techdadphd Жыл бұрын
Oh my goodness! this is the simplest way CNN has ever been explained while still keeping true to the Maths. Thanks so much, Josh!
@statquest
@statquest Жыл бұрын
Glad you liked it! :)
@nikhileshbasa5800
@nikhileshbasa5800 Жыл бұрын
"I don't know how much time does Artificial Neural Networks take to train, learn the input data, But you are putting more efforts and it taking much time in your training time".Thanks to your efforts sir. , your videos really explains very well and it helps us in visualizing easily.
@statquest
@statquest Жыл бұрын
Thank you very much! :)
@KhoaLe-oc6xl
@KhoaLe-oc6xl 3 жыл бұрын
Just to let you know how much I appreciate your quests! Absolutely simple but not missing any concept
@statquest
@statquest 3 жыл бұрын
Thank you! :)
@davidpinedo4008
@davidpinedo4008 Жыл бұрын
I can't stop thanking you for your content! I am a master in data science student and usually before engaging with the commonly unfathomable statistical learning books I come to your channel to grasp the topics.
@statquest
@statquest Жыл бұрын
BAM! :)
@adrianwleung
@adrianwleung 3 жыл бұрын
I literally binged your neural network videos in a day like a Netflix show and now realized that I am at the end of the series to date and I need to wait for a new episode!
@statquest
@statquest 3 жыл бұрын
BAM! :)
@reyyantemel340
@reyyantemel340 Жыл бұрын
Abicim yemin ederim hayatımda bu kadar iyi anlatım gördüğümü sanmıyorum
@statquest
@statquest Жыл бұрын
Bam! :)
@pushkarkhedkar9243
@pushkarkhedkar9243 2 жыл бұрын
Never seen easier version of neural network! whole neural network series is a blessing. A BIG THANKS!
@statquest
@statquest 2 жыл бұрын
Thank you very much! :)
@julianberger234
@julianberger234 2 жыл бұрын
Came for this video, ended watching half of the series. Just learned this last week in deep learning and wanted to repeat everything neat and nice, thank you very much!
@statquest
@statquest 2 жыл бұрын
Glad it was helpful!
@rituchaudhary1832
@rituchaudhary1832 3 ай бұрын
You are a gift of God to the education of Machine Learning!!!! Thank you so much!!
@statquest
@statquest 3 ай бұрын
Thank you!
@O5MO
@O5MO 2 жыл бұрын
Best playlist on neural networks i've ever seen. Thanks for this effort.
@statquest
@statquest 2 жыл бұрын
Wow, thanks!
@TheElementFive
@TheElementFive 3 жыл бұрын
My favorite channel to do with all things data has finally done a video on my favorite data science topic... TRIPLE BAM!
@statquest
@statquest 3 жыл бұрын
Hooray!
@wolfywolfgang2498
@wolfywolfgang2498 3 жыл бұрын
After watching the unskippable lectures of my professor for hours and understanding nothing, this 15 min viode did wonders, thanks Josh! 😌
@statquest
@statquest 3 жыл бұрын
Glad it helped!
@NicholasHeeralal
@NicholasHeeralal 2 жыл бұрын
I was really confused on this concept before I came across this video, now I feel I understand it way better. You really helped a lot! Thank you so much!
@statquest
@statquest 2 жыл бұрын
Bam! :)
@social.2184
@social.2184 3 ай бұрын
I don't know how can I thank you for pouring such knowledge to us for free.
@statquest
@statquest 3 ай бұрын
Thanks!
@p-niddy
@p-niddy 2 жыл бұрын
Just finished the NN series. If only my highly-cited professor could explain as clearly as you could. Thank you
@statquest
@statquest 2 жыл бұрын
bam! I'm glad you like my videos.
@abdulwajedfarhat969
@abdulwajedfarhat969 Жыл бұрын
Me searching any ML topic on youtube; Convolutional neural network Statquest. Thanks for the great explanation.
@statquest
@statquest Жыл бұрын
Thank you very much! :)
@twandekorte2077
@twandekorte2077 3 жыл бұрын
Thanks for the video! I watched (and took notes) of the whole Neural Network series :) Like others have said: you explain difficult concepts in such an elegant simple way, while staying true to the basic mechanisms of the concept.
@statquest
@statquest 3 жыл бұрын
Awesome, thank you! And thanks for your support!
@julieirwin3288
@julieirwin3288 3 жыл бұрын
Thank you Josh! It is so amazing you explained CNN clearly in just 15 minutes :)
@statquest
@statquest 3 жыл бұрын
BAM! :)
@shamshersingh9680
@shamshersingh9680 2 ай бұрын
This is the best explanation for CNN I have ever come across. I am very sure this is best I will ever see. I cannot you thank you enough. I have had explanations from my instructors who are PhD, MTechs and what not!! even they could not explain why filters are able to extract features and why we use global pooling. The answer I got was to reduce the number of inputs nodes to NN (which is partly true also) but the way you have explained the importance of pooling, I was amazed and equally happy to see. Thank You Josh Sir. I think you should be knighted for your efforts 😃👏🏻👏🏻👏🏻👏🏻👏🏻
@statquest
@statquest 2 ай бұрын
Thank you! :)
@liviumircea6905
@liviumircea6905 Ай бұрын
Sir Josh Starmer first of his name ,the ruler of StatQuest realm 🙏
@statquest
@statquest Ай бұрын
@@liviumircea6905 Ha! you made me laugh. :)
@cheerioz83
@cheerioz83 Жыл бұрын
You are an amazing teacher -- we're lucky to have you.
@statquest
@statquest Жыл бұрын
Thank you!
@Mchrisvy
@Mchrisvy 4 ай бұрын
i love your little musical jingles at the beginning. thank you so much for sharing your knowledge in such a fun way. Youre the goat
@statquest
@statquest 4 ай бұрын
Thanks so much!
@tilusnewman103
@tilusnewman103 Жыл бұрын
This is one of the best explanations of CNNs I have ever seen!! You’re a gifted teacher man! Thanks for the refresher!
@statquest
@statquest Жыл бұрын
Wow, thanks!
@piasophie8345
@piasophie8345 Жыл бұрын
I've never seen such a simple yet very good explanation of a CNN. Thanks a lot! As a non-native english speaker I really love the simplicity and the written texts in your videos.
@statquest
@statquest Жыл бұрын
Thank you!
@keremkezer6826
@keremkezer6826 5 ай бұрын
This is the best explanation i've checked to many resources but no one simplified that much!
@statquest
@statquest 5 ай бұрын
Thank you!
@MononeRocks
@MononeRocks Ай бұрын
Thank you Josh!!! You truly are the best at explaining these concepts. I would love to see future videos on how to train the kernels, and more on image recognition/computer vision (clearly explained of course). I also got your book and it's really nice, maybe there can be a part 2 in the future 👀
@statquest
@statquest Ай бұрын
I'm writing a new book all about neural networks right now and hope to have it done soon.
@karthigasankarananth5520
@karthigasankarananth5520 7 ай бұрын
I can't imagine how you can explain so simply ...hats off to your work ..great and superb explanation...need lot of statistical videos like this
@statquest
@statquest 7 ай бұрын
Thank you so much 😀
@abhiraj533
@abhiraj533 2 жыл бұрын
Seriously!!!!! you are the best among Tech content creators .... always love the way you explain things ....
@statquest
@statquest 2 жыл бұрын
Thank you! :)
@AnimApiano
@AnimApiano 3 жыл бұрын
Thank you very much for the explanation! The best explanation i've ever had on CNN, made me wanted to watch the entire neural network series
@statquest
@statquest 3 жыл бұрын
Glad you enjoyed it!
@LanguageHelp
@LanguageHelp 3 жыл бұрын
Please consider doing an NLP series from regression to bert
@statquest
@statquest 3 жыл бұрын
I'll keep that in mind.
@buithanhlam3726
@buithanhlam3726 3 жыл бұрын
I think transformer and self-attention is a very hard topic for explain, so let him some time.
@LanguageHelp
@LanguageHelp 3 жыл бұрын
@@buithanhlam3726 True. It was just a suggestion for the future.
@statquest
@statquest 3 жыл бұрын
@@xiaoqingwan1912 noted! :)
@user-pc6bs4bf2m
@user-pc6bs4bf2m 3 жыл бұрын
I third that! Would love to see an NLP series.
@111dogger
@111dogger 3 жыл бұрын
What a simple way to explain such a complex topic. Perfect explanation Josh.
@statquest
@statquest 3 жыл бұрын
Thank you very much! :)
@111dogger
@111dogger 3 жыл бұрын
@@statquest Thank you so much for making these amazing videos for us Josh. I hope in the near future we get to see how RNN's with LSTM work :)))
@noahrubin375
@noahrubin375 2 жыл бұрын
I've watched a lot of statquest videos but I think this is my new favourite!
@statquest
@statquest 2 жыл бұрын
bam!
@dengzhonghan5125
@dengzhonghan5125 3 жыл бұрын
The best tutorial as always. Thanks. Looking forward to seeing RNN.
@statquest
@statquest 3 жыл бұрын
Glad you enjoyed it!
@Amir_mo
@Amir_mo Жыл бұрын
Hands down to the best video and great channel. Thank you for the incredible effort and dedication!
@statquest
@statquest Жыл бұрын
Thank you very much! :)
@andresvodopivec5950
@andresvodopivec5950 3 жыл бұрын
Hi Josh. Thank you so much for these videos. All videos you do are fun and so easy to understand. Without any doubt when I see your explanations I can conclude that things are not difficult, they are just badly explained. Your explanations are fantastic. I decided to support you. I am sorry I cannot provide the amount you deserve for such a quality education, but I am merely a student. However, I will not forget you when my condition improves. Please do not stop helping us.
@statquest
@statquest 3 жыл бұрын
Wow! Thank you very much! It means a lot to me that you care enough to contribute. :)
@abhishekrupakula1613
@abhishekrupakula1613 3 жыл бұрын
Hey Josh! Thank you so much for this video. This is the best CNN Explanations I have ever seen.
@statquest
@statquest 3 жыл бұрын
Thank you very much! :)
@SaltyYagi
@SaltyYagi 4 ай бұрын
GOAT video. What a great simple, relaxed way of explaining things. Cheers!
@statquest
@statquest 4 ай бұрын
Thank you!
@AP-ni6zh
@AP-ni6zh 3 жыл бұрын
Thankyou. Thankyou! You are amazing master of explaining things... break it down to the smallest chunk and and build it up in step by step. I very much look forward for more marching learning tutorial. There is lot of tutorial out there and I spend lot of time understanding it but nothing match the the way you explain. Thank you Tons for awesome contents you have created and the insights you provide
@statquest
@statquest 3 жыл бұрын
Glad it helped!
@majd2882
@majd2882 Жыл бұрын
What professors try to explain for weeks can u explain in 15 minutes. Thank you man
@statquest
@statquest Жыл бұрын
Thanks!
@jennifertang33
@jennifertang33 2 жыл бұрын
omg you guys are so amazing, really explain very complicated concepts in a clear, quick as well as funny way!!!
@statquest
@statquest 2 жыл бұрын
Glad you think so!
@kamranabbas2438
@kamranabbas2438 3 жыл бұрын
Wow, that was the best explanation of CNN. Looking forward to RNN explanation made so succinct and to the point. Thanks a lot!
@statquest
@statquest 3 жыл бұрын
Thank you very much! :)
@joao.vitor.franco
@joao.vitor.franco 3 жыл бұрын
Thanks for the awesome content, just loved this neural networks series!
@statquest
@statquest 3 жыл бұрын
Thank you very much! And thank you for your support!!! :)
@JM-vu2tt
@JM-vu2tt 6 ай бұрын
I am speechless, of your work and how you achieved your teaching intention, at least in my case, I would say that this explanation is PERFECT, I havent watched a lot of youtube friendly explaining videos on CNNs but surely this one is perfect, dont need to see another one🎉
@statquest
@statquest 6 ай бұрын
I'm glad you like this video! :)
@gayathrigirishnair7405
@gayathrigirishnair7405 2 жыл бұрын
The best explanation I've ever seen of a CNN.
@statquest
@statquest 2 жыл бұрын
Thank you! :)
@schaefferyang4073
@schaefferyang4073 3 жыл бұрын
Your videos have inspired me a lot when I was a master student in data science. And now when I go further as a PhD student, your video is still inspiring me!!!! Many thanks for your videos!!! pls go further and further
@statquest
@statquest 3 жыл бұрын
Thanks and will do! :)
@DIY_Foodie
@DIY_Foodie Жыл бұрын
This is the best neural network layers explained in the entire video community
@statquest
@statquest Жыл бұрын
Thank you very much! :)
@grostire
@grostire 2 жыл бұрын
You explain things VERY well. Thank you very much ! The colors really help.
@statquest
@statquest 2 жыл бұрын
Thank you! :)
@siddharthmodi2740
@siddharthmodi2740 2 жыл бұрын
You are unbelievable man , lots of respect for you to putting a lot of efforts to make things easy for us. Thank you so much ❤
@statquest
@statquest 2 жыл бұрын
Thank you!
@elielberra2867
@elielberra2867 Жыл бұрын
Amazing video! As always, I am incredibly thankful for all the time an effort you put on to these lessons :)
@statquest
@statquest Жыл бұрын
Thank you! :)
@envynoir
@envynoir Жыл бұрын
You're literally a saint for this content! Thank you very much.
@statquest
@statquest Жыл бұрын
Thank you!
@rominasepulveda570
@rominasepulveda570 2 жыл бұрын
This is my favorite video so far! I not so familiar with math but I want to learn all this stuff because I love science and I need this background and your videos have made my journey not just easier but possible! Thank you so much!
@statquest
@statquest 2 жыл бұрын
Glad it was helpful!
@DurgaBurande
@DurgaBurande 7 ай бұрын
Hey, Thanks for the simplified explanation.... it's too good!!
@statquest
@statquest 7 ай бұрын
Thank you! :)
@fabio336ful
@fabio336ful Жыл бұрын
I saw the entire NN series. Thank yoy Josh! BIG BAM!!
@statquest
@statquest Жыл бұрын
Thank you!
@Shaywu827
@Shaywu827 3 жыл бұрын
more video for NLP please!!! cannot say how much I enjoy watching your videos!
@statquest
@statquest 3 жыл бұрын
Glad you like them!
@user-bo1sq2vb4k
@user-bo1sq2vb4k Жыл бұрын
wow, you're the best at explaining's things for easy understanding. "Simply Great"
@statquest
@statquest Жыл бұрын
Wow, thanks!
@franssjostrom719
@franssjostrom719 2 жыл бұрын
These lessons must be really cool to do. Just seeing the model work for a shifter X must be an fantastic experience
@statquest
@statquest 2 жыл бұрын
Thank you!
@shrutik9673
@shrutik9673 Ай бұрын
STOP LOOKING FOR 1HR LONG VIDS THIS GUY HAS DONE THE IMPOSSIBLE
@statquest
@statquest Ай бұрын
:)
@user-vd7pt7xu3v
@user-vd7pt7xu3v 3 ай бұрын
Thank you very much you are saving my master's degree
@statquest
@statquest 3 ай бұрын
Good luck!
@RKN998
@RKN998 2 жыл бұрын
you are a LEGEND, this saved me probably days. thank you so much
@statquest
@statquest 2 жыл бұрын
Thanks!
@Vinicius-nd8nz
@Vinicius-nd8nz Жыл бұрын
BAM best explanation with amazing well thought example to follow, I can't thank you enough!
@statquest
@statquest Жыл бұрын
Glad it was helpful!
@binodnepal3009
@binodnepal3009 2 жыл бұрын
so clear explanation. Thank you so much for this lecture.
@statquest
@statquest 2 жыл бұрын
Glad it was helpful!
@silveromayo4148
@silveromayo4148 2 жыл бұрын
I just finished the quest, it was so informative, thank you so much. will use this information in my research
@statquest
@statquest 2 жыл бұрын
Thank you!
@gopalsharma2053
@gopalsharma2053 4 ай бұрын
Hi Josh, you know you are awesome, you know you and I both are in this domain and I have also started learning to play guitar. I hope this channel will help me in my journey.
@statquest
@statquest 4 ай бұрын
BAM! :)
@ashleypeterson1105
@ashleypeterson1105 7 ай бұрын
Wow! What an explanation! Thank you so much for all these wonderful contents. Keep it up! 🎉
@statquest
@statquest 7 ай бұрын
Thank you!
@sampathkumar3405
@sampathkumar3405 2 жыл бұрын
Hello josh, without you, my journey in data science wouldn't be this easier.
@statquest
@statquest 2 жыл бұрын
Thanks!
@Fibo1321
@Fibo1321 6 ай бұрын
THIS IS AMAZING, Josh. Thank you so much. now I understand the concept.
@statquest
@statquest 6 ай бұрын
Thanks!
@ceylanyozgatligil9722
@ceylanyozgatligil9722 2 жыл бұрын
All of your videos are amazing. You are very talented to explain complicated things in a simple way. I am looking forward to seeing embedding, attention and transformers videos from your point of view.
@statquest
@statquest 2 жыл бұрын
Awesome, thank you!
@octavia7530
@octavia7530 Жыл бұрын
This series is the best thing that happened to me before my Deep Learning exam lol. Everything is explained in such a simple and fun matter and it made me actually enjoy learning these concepts and makes me want to learn even more about the subject.
@statquest
@statquest Жыл бұрын
Good luck on the exam! BAM! :)
@octavia7530
@octavia7530 Жыл бұрын
@@statquest now that i've been blessed with the famous BAM i think i really will have good luck :D thank you!!
@statquest
@statquest Жыл бұрын
@@octavia7530 :)
@theforester_
@theforester_ 2 жыл бұрын
that was awesome. thanks very much Josh. big shout out from brazil
@statquest
@statquest 2 жыл бұрын
Glad you liked it! Oi Brasil!
@lucarauchenberger628
@lucarauchenberger628 2 жыл бұрын
thank you for all this amazing work that you do!
@statquest
@statquest 2 жыл бұрын
Glad you enjoy it!
@havocthehobbit
@havocthehobbit Жыл бұрын
Thanks for the simple and concise explanation. Just got your book off of gumroad and looking forward to diving in
@statquest
@statquest Жыл бұрын
Awesome, thank you!
@konstantynstats7833
@konstantynstats7833 2 жыл бұрын
simply an amazing explanation.
@statquest
@statquest 2 жыл бұрын
Thank you!
@kiwilovesyoutube
@kiwilovesyoutube 2 жыл бұрын
Thank you, this was sooo helpful ! Best video to explain CNN
@statquest
@statquest 2 жыл бұрын
Thank you!
@shirinbas
@shirinbas 9 ай бұрын
Excellent video, To the point and complete description. I was actually looking for a good course on NN. I will use the playlist provided in the channel
@statquest
@statquest 9 ай бұрын
Awesome, thank you!
@RRP3168
@RRP3168 2 жыл бұрын
Excelent! That was awesome! Very easy to understand. Thanks!
@statquest
@statquest 2 жыл бұрын
bam!
@joyjitchoudhury
@joyjitchoudhury 2 ай бұрын
This is unbelievably good!
@statquest
@statquest 2 ай бұрын
Thank you!
@curiousarabidopsis
@curiousarabidopsis Жыл бұрын
Awesome explanation. Thank you so much.
@statquest
@statquest Жыл бұрын
Thanks!
@nonalcoho
@nonalcoho 3 жыл бұрын
Omg!! Thank you so much for making CNN video. Bammmmm!
@statquest
@statquest 3 жыл бұрын
Thank you!
@MrKB_SSJ2
@MrKB_SSJ2 2 жыл бұрын
This video is so awesome!!!!!! It made my CNN concepts crystal clear❤ Mega bam💥
@statquest
@statquest 2 жыл бұрын
Thank you!
@Ugunark
@Ugunark 3 жыл бұрын
This has been so lovely. 'bout to dive into a data science intensive and this has excited and intimidated me.
@statquest
@statquest 3 жыл бұрын
I hope it hasn't intimidated you too much. Really, if you are comfortable with The Chain Rule ( kzbin.info/www/bejne/rZ2Unqyup9mEfrM ) and Gradient Descent ( kzbin.info/www/bejne/qXXZZZlqqJeGeJo ), then the topics should not be too hard.
@shazadkhanfu
@shazadkhanfu 2 жыл бұрын
Me: spending days trying to understand the topic Statquest: 15 minutes... take it or leave it!
@statquest
@statquest 2 жыл бұрын
bam!
@rohith2454
@rohith2454 2 жыл бұрын
Thank you so much sir, you are amazing. Lot of respect to you. hope to see more DL related videos in this series.
@statquest
@statquest 2 жыл бұрын
There are many more to come!
@205-cssaurabhmaulekhi9
@205-cssaurabhmaulekhi9 Жыл бұрын
i'm reading François Chollet's book and whenever i need visualization or i'm stuck i come to your channel, great work.
@statquest
@statquest Жыл бұрын
Thank you! :)
@petercourt
@petercourt 3 жыл бұрын
Wonderfully explained, thanks Josh! :)
@statquest
@statquest 3 жыл бұрын
My pleasure!
@martymcfleece2456
@martymcfleece2456 3 жыл бұрын
Thanks Josh! Great summary of the method
@statquest
@statquest 3 жыл бұрын
Thanks!
@MitzuTa
@MitzuTa 3 жыл бұрын
Thank you a lot!! Your videos are the best!!
@statquest
@statquest 3 жыл бұрын
Glad you like them!
@hcv_study
@hcv_study Жыл бұрын
Huge thanks to you! Can't believe I can learn this for free.
@statquest
@statquest Жыл бұрын
bam! :)
@Eman_sq
@Eman_sq Жыл бұрын
Thank you for helping me and my friends in our journey
@statquest
@statquest Жыл бұрын
Thanks!
@tubehol08
@tubehol08 3 жыл бұрын
Commenting for the algorithm. You post great videos!
@statquest
@statquest 3 жыл бұрын
Thank you very much! :)
@saima6759
@saima6759 Жыл бұрын
Somehow "bam~" has become my own pet phrase in real life.
@statquest
@statquest Жыл бұрын
bam! :)
Recurrent Neural Networks (RNNs), Clearly Explained!!!
16:37
StatQuest with Josh Starmer
Рет қаралды 489 М.
But what is a convolution?
23:01
3Blue1Brown
Рет қаралды 2,5 МЛН
Неприятная Встреча На Мосту - Полярная звезда #shorts
00:59
Полярная звезда - Kuzey Yıldızı
Рет қаралды 3,4 МЛН
ТАМАЕВ vs ВЕНГАЛБИ. Самая Быстрая BMW M5 vs CLS 63
1:15:39
Асхаб Тамаев
Рет қаралды 4,6 МЛН
The Most Important Algorithm in Machine Learning
40:08
Artem Kirsanov
Рет қаралды 273 М.
Neural Networks Pt. 4: Multiple Inputs and Outputs
13:50
StatQuest with Josh Starmer
Рет қаралды 157 М.
All Convolution Animations Are Wrong (Neural Networks)
4:53
Animated AI
Рет қаралды 53 М.
The Essential Main Ideas of Neural Networks
18:54
StatQuest with Josh Starmer
Рет қаралды 887 М.
How convolutional neural networks work, in depth
1:01:28
Brandon Rohrer
Рет қаралды 202 М.
Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!
36:15
StatQuest with Josh Starmer
Рет қаралды 596 М.
Long Short-Term Memory (LSTM), Clearly Explained
20:45
StatQuest with Josh Starmer
Рет қаралды 491 М.
Неприятная Встреча На Мосту - Полярная звезда #shorts
00:59
Полярная звезда - Kuzey Yıldızı
Рет қаралды 3,4 МЛН