Convolutional Neural Networks | CNN | Kernel | Stride | Padding | Pooling | Flatten | Formula

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  • Опубліковано 26 гру 2024

КОМЕНТАРІ • 423

  • @imranuddin2153
    @imranuddin2153 Рік тому +61

    I have no words to thank you enough. I have read several articles on major platforms but none of them explain things as clearly and in as simple terms as you did. May God make your mission of educating full of prosperity and success.

  • @sempercoramdeo...4057
    @sempercoramdeo...4057 4 місяці тому +21

    I'm a korean. I've searched many lectures for understanding CNN. none of them is better than this lecture. Thank you so much for easy and clear lecture~!!

  • @dragonemperorx531
    @dragonemperorx531 2 роки тому +58

    I have watched many videos on CNN , but nobody ever explained it like this . I have no words to describe how good your explanation is sir . Hats off to you.

  • @taratara2509
    @taratara2509 Рік тому +39

    The best video in all UA-cam about CNN

  • @rajrau2551
    @rajrau2551 2 роки тому +14

    What kind of teacher you are? the best and authentic one !! I agree with people commenting this 21 min video is better than 3 lakh data science course and also you save 10 months..
    Apart, you are guys India is always proud off

    • @binodsuman
      @binodsuman  2 роки тому +8

      Thank you Raj for wonderful words. Your comment add some more joy in my today birthday celebration 🎉👏🤝🙂

    • @sudharamsur4159
      @sudharamsur4159 3 місяці тому +1

      @@binodsuman Happy Birthday. Sorry for the late wish

  • @adhr1t
    @adhr1t Рік тому +5

    This is incredible. Fully explained the math behind how CNN Kernels, strides, padding, pooling, and flattening work with simple matrix examples. I've watched many videos about this process and nothing explained it as well as this. Thank you so much !!!!!

  • @faizahkhalid9468
    @faizahkhalid9468 9 місяців тому +1

    you explained so well. Way more better than foreign university professors

  • @Ange-ClementAkazan
    @Ange-ClementAkazan Рік тому +1

    This is one the greatest CNN video I have ever seen

    • @binodsuman
      @binodsuman  Рік тому

      Thank you for nice words. Happy to know my hard work behind this video paid off with all great and nice words from many of you. Keep suggesting to improve this channel and keep learning !!

  • @TISMONVARGHESE
    @TISMONVARGHESE 9 місяців тому +1

    Thank you so much man. I learned CNN basics in just 29 minutes. You are really awesome

  • @deepankerrawat6170
    @deepankerrawat6170 3 роки тому +7

    I like your old school type of teaching with little bit of definitions on screen. Thanks sir.

  • @BhaktiChavhan-ey4el
    @BhaktiChavhan-ey4el Місяць тому

    The best video to understand cnn from scratch..... God bless you sir

  • @kaushaltopinkatti8860
    @kaushaltopinkatti8860 Рік тому +4

    Excellent! None of the graduate professor here at my university in the US taught this concept so easily.

  • @samuelmuturi48
    @samuelmuturi48 6 місяців тому +2

    you made the explanation so easy i have been scrolling through webs and videos but here you gave the answer in simple way may May God bless you.

  • @kudzy_23
    @kudzy_23 2 місяці тому +1

    This is the best explanation ever. Thank you so much for this

  • @nafassaadat8326
    @nafassaadat8326 3 роки тому +19

    Thank you so much for this nice explanation. 21 minutes more beneficial than my whole deep learning course.

    • @binodsuman
      @binodsuman  3 роки тому +2

      Thank you Nafas for nice words. Really motivating me to do more. Happy to know this Deep Learning concept helped you. Keep Learning !!

    • @nafassaadat8326
      @nafassaadat8326 3 роки тому +1

      @@binodsuman do more and more 🥰👍

  • @ndponnada
    @ndponnada 2 місяці тому +1

    What an explanation sir , thank you very much. It didn't felt like 20 mins at all. Great explanation. Thankyou

  • @syeda8343
    @syeda8343 2 роки тому +1

    I spend my whole day for one by one concepts in different videos. Alas l found you and can do this work in 21 minutes.

  • @aneent0x29a
    @aneent0x29a 2 роки тому +51

    very easy to understand, thanks for the explanation. my research became easier with this video. may god bless you.

  • @pablothecat1991
    @pablothecat1991 3 роки тому +1

    Best video on CNN ever...!!!!!

  • @sportdoubtsolvedinasia176
    @sportdoubtsolvedinasia176 Місяць тому +1

    I am from Bhutan
    You save our life in project

    • @binodsuman
      @binodsuman  Місяць тому

      Happy to hear that my effort in creating this CNN UA-cam video was helpful to you. Wishing you all the best with your project.

  • @OcheAnkeli5711
    @OcheAnkeli5711 2 місяці тому +1

    Hello sir at 11:31. The value in the 1st row 2nd column is supposed to be 17 not 7 in the 2x2 matrix. Thanks for the tutorial. You did a great Job👏

  • @sokopinions
    @sokopinions Рік тому +1

    You're the best....finally an explanation worth listning to

  • @hcv1648
    @hcv1648 3 роки тому +17

    sir.. thanks a lot to end my 10 months-long struggle to end this. you are doing a great job sir.. no thanks would be enough.. respect from netherlands

    • @binodsuman
      @binodsuman  3 роки тому +1

      Glad to hear Tuhin, this Convolutional Neural Network CNN Tutorial series helped you. Keep Learning, Keep Learning and thank you very much for your nice words !!

  • @deepanshutrivedi2536
    @deepanshutrivedi2536 3 роки тому +23

    Couldn't be more simpler. Excellent. It has helped me a lot in understanding deep learning. Thank you!

  • @ambuj6785
    @ambuj6785 Рік тому +2

    easy to understand i was struggling to understand the basics and the maths behind CNN and you made it so easy that now i can explain it to my friends too and even teach them the basics.

  • @arnoldmunuana2775
    @arnoldmunuana2775 3 роки тому +1

    This is one of the best explaination of CNN. Thank you very much

  • @soryegetun529
    @soryegetun529 2 роки тому +1

    One of the most understandable videos about CNN. Thanks much ^^

  • @007bindass007
    @007bindass007 2 роки тому

    Shandaar...Finally i got a channel with ease of understanding. Now I can get things more clearly. Thanks BINOD SUMAN ACADEMY.

  • @rannvijaysingh1
    @rannvijaysingh1 Місяць тому +1

    I spent a lot of time understanding this but I'm still not satisfied but your video gives my answer thanks for a great video

  • @inquisitiverakib5844
    @inquisitiverakib5844 3 роки тому +1

    Overwhelmed sir , nicely explained a difficult topic
    16:19

  • @gunjannn24
    @gunjannn24 Рік тому +1

    Easiest explaination ever!! Thankyou so much sir. I understood it really well. It helped me alot.

    • @binodsuman
      @binodsuman  Рік тому

      I am delighted to hear that my CNN video has been helpful for your studies. Your comment and the time you took to share your feedback mean a great deal to me. Knowing that my video has made a positive impact is truly rewarding. Thank you for your support and for taking the time to reach out.

  • @deepikaselvamurugan6405
    @deepikaselvamurugan6405 4 роки тому +3

    Extremely useful video on CNN for beginners! Thankyou!

  • @olaashraf5914
    @olaashraf5914 Рік тому

    This is the first time I understood anything about this topic. May all your dreams come true good sir

  • @piyalikarmakar5979
    @piyalikarmakar5979 3 роки тому +1

    The best way to start from null to deep..Thank you sir...

  • @amircodes
    @amircodes Рік тому +1

    Crystal clear explanation. Thanks.

  • @sirirayapati9955
    @sirirayapati9955 2 роки тому +7

    watched this video literally 2hrs before exam and scored full marks. Kudos to you sir.

  • @kotamrajusomasekharasarma3571
    @kotamrajusomasekharasarma3571 3 роки тому +1

    very sincere effort to make the basics crystal clear

    • @binodsuman
      @binodsuman  3 роки тому

      Good to know Somasekhara, this Convolutional Neural Network CNN Tutorial Series helped you. Keep Learning !!

  • @nathWSD
    @nathWSD Рік тому +1

    Woww what a wonderful explanation it's soo beautiful you are really the best

  • @niteshtrading
    @niteshtrading 3 роки тому

    BEST Video till now for CNN

  • @priyankapuvar2691
    @priyankapuvar2691 Рік тому

    believe me the way u explained this is excellent.....thanks bro

  • @Why_I_am_a_theist
    @Why_I_am_a_theist Рік тому

    Simply amazing , I have test tomorrow and this video is a life saver.

  • @plsnarasimharao
    @plsnarasimharao 2 роки тому +1

    I got good knowledge about CNN after watching this video..

    • @binodsuman
      @binodsuman  2 роки тому

      Good to know, this CNN video was useful for you. Keep Learning !!

  • @mdminhajulislammahin9510
    @mdminhajulislammahin9510 3 роки тому

    Thanks you so much for this tutorial, Love from BANGLADESH

  • @gulafshansaifi5192
    @gulafshansaifi5192 11 місяців тому

    The best video for CNN. Thank you.

  • @ashokbekkanti
    @ashokbekkanti 3 роки тому +1

    Sir.......... Thank you so much sir. Its very easy to understand. Thank You again sir

  • @RizwanAbbasi-o4o
    @RizwanAbbasi-o4o 4 місяці тому +1

    Thank you for your Good teaching methods ❤

  • @soumyadeepghosh5199
    @soumyadeepghosh5199 3 дні тому +1

    Grateful to you for this video.

  • @shreya6107
    @shreya6107 Рік тому +3

    Such a clear and detailed explanation! One of the best videos I have seen on Convolutional Neural Networks.

  • @Arnob_111
    @Arnob_111 3 роки тому +1

    Good job Binod - A friend from BITS

    • @binodsuman
      @binodsuman  3 роки тому

      Thank you so much for kind words.

  • @AKASHKUMAR-bf7co
    @AKASHKUMAR-bf7co 2 місяці тому +1

    bahut aacha explain hai master jii awesome

  • @Popdad
    @Popdad 3 роки тому +2

    Thanks Binod, fantastic explanation. Keep up all good work.

  • @TirunagariPadmaja-s9r
    @TirunagariPadmaja-s9r Рік тому +1

    Nice job. You will become more famous, you deserve it.

  • @Brahma2012
    @Brahma2012 4 роки тому +2

    It is an great introduction and excellent refresher on CNN..

    • @binodsuman
      @binodsuman  4 роки тому

      Nice to know this CNN Tutorial video helped you. Thank you Brahma for appreciation !!

  • @JamieTx23
    @JamieTx23 3 місяці тому

    Really enjoyed how you made it so clear. Thank you.

  • @ShailjaTripathii
    @ShailjaTripathii Рік тому

    amazing content .

  • @iani_2020
    @iani_2020 3 роки тому +5

    Good explanation. Except 3 things that I don't understand:
    1) what numbers do you put in kernel ? I mean what you are gonna filter the input image with ?
    2) at 19:50 you said you have 32 filters, why 32 ? and again what numbers you put in those filters ? there are quite many...
    3) and last, you have a fully connected neural networks, lets say it outputs 2 answers (yes or no, having 2 output nodes), but how are you dealing so many YES and NOs that comes from every flattened arrays just before the neural networks ? Do you average them ? How do you get just one answer at the end ?

  • @priyansnujadhav1044
    @priyansnujadhav1044 4 місяці тому +1

    absolutely good explanation, helped me.

  • @BC-jq8fg
    @BC-jq8fg 6 місяців тому +1

    Very good lecture .Thank you so much.

  • @muhammadalikhan5003
    @muhammadalikhan5003 Рік тому

    Wonderful video. Easy to understand. Highly recommended.

  • @sheharyarejaz9378
    @sheharyarejaz9378 2 роки тому +3

    I am really Thankful to You sir.
    You are really a professional Teacher. Explain the Complex topic in Very effective and easy Way. Thank you Sir.
    💚Love from Pakistan 💚

  • @vaishnavikamat7253
    @vaishnavikamat7253 9 місяців тому +1

    Very nice explanation Sir. Thank you

  • @anisnajihah7476
    @anisnajihah7476 Рік тому +1

    very clear explanation. Thank you.

  • @sukumarane2302
    @sukumarane2302 3 місяці тому +1

    Clearly explained CNN . Thanks a lot… I would like to know how kernel values are selected initially

  • @muhammadawais2173
    @muhammadawais2173 Рік тому +1

    before watching this video I was so confused about this different terminology, but sir you make the thing easy for us. thank you and stay blessed

    • @binodsuman
      @binodsuman  Рік тому +1

      Thank you so much for your kind words and support! It means a lot to me to hear that my content is resonating with you and motivating you. Your comment has truly made my day and inspires me to continue creating and sharing. Thanks again for taking the time to share your thoughts, and I hope to keep delivering content that you find valuable and enjoyable.

  • @darlajohnson4475
    @darlajohnson4475 2 роки тому +1

    thank you so much sir

  • @vincentumeh7891
    @vincentumeh7891 11 місяців тому +1

    You're simply the best!

  • @MrYomantanepali
    @MrYomantanepali 6 місяців тому +1

    he earned my subscription

  • @Triple_editgirls
    @Triple_editgirls 3 роки тому +2

    It's really very much helpful .A clear explanation with example you did.Thanks from me Bangladesh a lot.

  • @HappyBelly10
    @HappyBelly10 2 роки тому +3

    Very nice explanation. Didn't hear clearly where the "32" at 19:51 comes from.

    • @chirangbpandey9503
      @chirangbpandey9503 2 роки тому

      he is taking 32 different kernels or filters

    • @chirangbpandey9503
      @chirangbpandey9503 2 роки тому

      you take as per ur requirements......the number of features you want to extract from the image

  • @dr.chaluvadivraghavendran2462
    @dr.chaluvadivraghavendran2462 3 роки тому +1

    Thank you for very clear explanation on CNN

    • @binodsuman
      @binodsuman  3 роки тому

      Good to know Dr. Chaluvadi, this Deep Learning CNN Tutorial series helped you. Thank you for your nice words !!

  • @AMANVERMA-bq8hj
    @AMANVERMA-bq8hj 7 місяців тому +1

    Thanks a ton Sir ! U made this topic so easier to grasp :)

  • @darkfrost
    @darkfrost Рік тому +1

    Wonderful explanation
    Hats off to you.

    • @binodsuman
      @binodsuman  Рік тому

      Your feedback is very valuable to me, and it encourages me to continue making videos. I hope you'll stick around for more content, and I look forward to hearing your thoughts in the future. Thanks again for your support!

  • @homelandcn1
    @homelandcn1 Рік тому +1

    Very nice explanation. Thank you

  • @aishni6851
    @aishni6851 4 роки тому +6

    Thank you for making this accessible and easy to understand! Very helpful.

  • @raginisharma9302
    @raginisharma9302 2 роки тому +14

    Such a Wonderful teacher - you saved me from reading so many articles in the middle of the night when I am feeling so sleepy but your lecture was so good that I didn't want to lose focus. Thank you for making me understand the CNN concepts so clearly- can't thank you enough 🙏🏻

  • @rajivverma8026
    @rajivverma8026 Рік тому +1

    Hi, the procedure to find the convolutional directly by multiplying the image pixel values with the kernel coefficient values and then add them , is valid if the kernel is symmetrical in nature. If it not so, then rotate the kernel horizontally and vertically by 180 degree rotation then we can use kernel to find the convolutional. So, in the video 6:00 to 7:00, the kernel must be symmetrical if you find the convolutional directly. Please correct it.

  • @sizenandosilva8913
    @sizenandosilva8913 2 роки тому

    That's was the best explanation i've seen

  • @yuv09
    @yuv09 3 роки тому

    Sir u cleared everything and your slides will help in writing exam

  • @aditisengupta251
    @aditisengupta251 3 роки тому +1

    Thank you for making this sooo simple!! dhanyabaad sir !!! :)

  • @chiragdabhere9489
    @chiragdabhere9489 Рік тому +1

    Best video on internet

    • @binodsuman
      @binodsuman  Рік тому

      Your feedback is very valuable to me, and it encourages me to continue making videos. I hope you'll stick around for more content, and I look forward to hearing your thoughts in the future. Thanks again for your support!

  • @shankarikarunamoorthy4391
    @shankarikarunamoorthy4391 5 місяців тому

    Very clear explanation. Thank you sir.

  • @hiteshsuthar1097
    @hiteshsuthar1097 2 роки тому +1

    Thanks for providing such precious content.... Good Wishes

    • @binodsuman
      @binodsuman  2 роки тому

      It's my pleasure and glad to this CNN tutorial series you liked it. Keep Learning !!

  • @usamazahid1
    @usamazahid1 2 роки тому

    beautiful illustration and easy explanation....good work

  • @HabdatMobarmg
    @HabdatMobarmg Рік тому +1

    Many thanks for that awesome explanation

  • @idrissjairi
    @idrissjairi Рік тому +1

    Thank you so much for this magnificent tutorial, your efforts are much appreciated!

  • @chinese_tiktok853
    @chinese_tiktok853 2 роки тому +1

    So much amazing and informative video and i really learned a lot of things from this video

    • @binodsuman
      @binodsuman  2 роки тому

      Thank you Omair for wonderful motivation 👍. Happy to know this CNN tutorial video was helpful, keep learning.

  • @abhishekbharadwaj7891
    @abhishekbharadwaj7891 3 роки тому +1

    Very well explained sir.it could not be easier than this

    • @binodsuman
      @binodsuman  3 роки тому

      Good to know, Abhishek. Happy to see these important Deep Learning concept video helped you. Good to read your comment. Keep Learning !!

  • @nishant9847
    @nishant9847 7 місяців тому +1

    thank you so much sir for this amazing knowledge

  • @Lets_MakeItSimple
    @Lets_MakeItSimple 4 роки тому +1

    Bahut acha samjhaaye aap bhaachaa....

  • @ShittheswaranSelvakumar
    @ShittheswaranSelvakumar 9 місяців тому +1

    Thala... Super explanation thala

  • @VISHALSAXENA-l6t
    @VISHALSAXENA-l6t 3 місяці тому

    Excellent way of teaching

  • @gamingschool3357
    @gamingschool3357 7 місяців тому +1

    Thank you very much guruji it was great help 🙏🏻

  • @Black_wiseman
    @Black_wiseman 6 місяців тому

    You are a great teacher

  • @junior_thomas
    @junior_thomas 3 роки тому

    The best explanation ever

  • @RaviPrakash-fc4ur
    @RaviPrakash-fc4ur Рік тому

    Excellent explanation sir🙏🏻. Thank u sir....

  • @antibioticsOfWorld
    @antibioticsOfWorld 3 роки тому

    best video!!!! very simply explained ...Thanks a lot sir

  • @michaelscience2481
    @michaelscience2481 3 роки тому +1

    You are doing a great job sir. Please keep it up.

  • @maheshpatel2005
    @maheshpatel2005 4 роки тому +1

    nucely explained all together... thank you sir...

  • @yashgupta4099
    @yashgupta4099 Рік тому

    The best all doughts cleared 😊❤❤❤

  • @abhikannu
    @abhikannu 2 роки тому

    Thank you so much sir
    I had a seminar on this topic so this video is very useful for me to understand and explain