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

แชร์
ฝัง
  • เผยแพร่เมื่อ 25 ธ.ค. 2024

ความคิดเห็น • 423

  • @imranuddin2153
    @imranuddin2153 ปีที่แล้ว +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 หลายเดือนก่อน +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 ปีที่แล้ว +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 ปีที่แล้ว +39

    The best video in all TH-cam about CNN

    • @mahbleh404
      @mahbleh404 ปีที่แล้ว

      Yrah. Complete explanation

    • @zeb_lala134
      @zeb_lala134 10 หลายเดือนก่อน

      No cap

    • @rajsonugupta8099
      @rajsonugupta8099 4 วันที่ผ่านมา

      Ye kernel value kha se aya

  • @rajrau2551
    @rajrau2551 2 ปีที่แล้ว +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 ปีที่แล้ว +8

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

    • @sudharamsur4159
      @sudharamsur4159 3 หลายเดือนก่อน +1

      @@binodsuman Happy Birthday. Sorry for the late wish

  • @adhr1t
    @adhr1t ปีที่แล้ว +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 !!!!!

  • @nafassaadat8326
    @nafassaadat8326 3 ปีที่แล้ว +19

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

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว +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 ปีที่แล้ว +1

      @@binodsuman do more and more 🥰👍

  • @Ange-ClementAkazan
    @Ange-ClementAkazan ปีที่แล้ว +1

    This is one the greatest CNN video I have ever seen

    • @binodsuman
      @binodsuman  ปีที่แล้ว

      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 หลายเดือนก่อน +1

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

  • @deepankerrawat6170
    @deepankerrawat6170 3 ปีที่แล้ว +7

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

  • @aneent0x29a
    @aneent0x29a 2 ปีที่แล้ว +51

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

  • @kaushaltopinkatti8860
    @kaushaltopinkatti8860 ปีที่แล้ว +4

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

  • @hcv1648
    @hcv1648 3 ปีที่แล้ว +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 ปีที่แล้ว +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 !!

  • @BhaktiChavhan-ey4el
    @BhaktiChavhan-ey4el 29 วันที่ผ่านมา

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

  • @samuelmuturi48
    @samuelmuturi48 6 หลายเดือนก่อน +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.

  • @faizahkhalid9468
    @faizahkhalid9468 9 หลายเดือนก่อน +1

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

  • @ndponnada
    @ndponnada 2 หลายเดือนก่อน +1

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

  • @deepanshutrivedi2536
    @deepanshutrivedi2536 3 ปีที่แล้ว +23

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

  • @kudzy_23
    @kudzy_23 2 หลายเดือนก่อน +1

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

  • @iani_2020
    @iani_2020 3 ปีที่แล้ว +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 ?

  • @sokopinions
    @sokopinions ปีที่แล้ว +1

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

  • @syeda8343
    @syeda8343 2 ปีที่แล้ว +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.

  • @sirirayapati9955
    @sirirayapati9955 2 ปีที่แล้ว +7

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

  • @ambuj6785
    @ambuj6785 ปีที่แล้ว +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.

  • @soryegetun529
    @soryegetun529 2 ปีที่แล้ว +1

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

  • @sportdoubtsolvedinasia176
    @sportdoubtsolvedinasia176 หลายเดือนก่อน +1

    I am from Bhutan
    You save our life in project

    • @binodsuman
      @binodsuman  หลายเดือนก่อน

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

  • @OcheAnkeli5711
    @OcheAnkeli5711 2 หลายเดือนก่อน +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👏

  • @gunjannn24
    @gunjannn24 ปีที่แล้ว +1

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

    • @binodsuman
      @binodsuman  ปีที่แล้ว

      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.

  • @HappyBelly10
    @HappyBelly10 2 ปีที่แล้ว +3

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

    • @chirangbpandey9503
      @chirangbpandey9503 2 ปีที่แล้ว

      he is taking 32 different kernels or filters

    • @chirangbpandey9503
      @chirangbpandey9503 2 ปีที่แล้ว

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

  • @rannvijaysingh1
    @rannvijaysingh1 หลายเดือนก่อน +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

  • @shreya6107
    @shreya6107 ปีที่แล้ว +3

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

  • @arnoldmunuana2775
    @arnoldmunuana2775 3 ปีที่แล้ว +1

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

  • @inquisitiverakib5844
    @inquisitiverakib5844 3 ปีที่แล้ว +1

    Overwhelmed sir , nicely explained a difficult topic
    16:19

  • @007bindass007
    @007bindass007 2 ปีที่แล้ว

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

  • @kotamrajusomasekharasarma3571
    @kotamrajusomasekharasarma3571 3 ปีที่แล้ว +1

    very sincere effort to make the basics crystal clear

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว

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

  • @deepikaselvamurugan6405
    @deepikaselvamurugan6405 4 ปีที่แล้ว +3

    Extremely useful video on CNN for beginners! Thankyou!

  • @pablothecat1991
    @pablothecat1991 3 ปีที่แล้ว +1

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

  • @plsnarasimharao
    @plsnarasimharao 2 ปีที่แล้ว +1

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

    • @binodsuman
      @binodsuman  2 ปีที่แล้ว

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

  • @piyalikarmakar5979
    @piyalikarmakar5979 3 ปีที่แล้ว +1

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

  • @TirunagariPadmaja-s9r
    @TirunagariPadmaja-s9r ปีที่แล้ว +1

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

  • @Popdad
    @Popdad 3 ปีที่แล้ว +2

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

  • @amircodes
    @amircodes ปีที่แล้ว +1

    Crystal clear explanation. Thanks.

  • @olaashraf5914
    @olaashraf5914 ปีที่แล้ว

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

  • @Brahma2012
    @Brahma2012 4 ปีที่แล้ว +2

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

    • @binodsuman
      @binodsuman  4 ปีที่แล้ว

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

  • @priyankapuvar2691
    @priyankapuvar2691 ปีที่แล้ว

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

  • @Why_I_am_a_theist
    @Why_I_am_a_theist ปีที่แล้ว

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

  • @gulafshansaifi5192
    @gulafshansaifi5192 11 หลายเดือนก่อน

    The best video for CNN. Thank you.

  • @nathWSD
    @nathWSD ปีที่แล้ว +1

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

  • @JamieTx23
    @JamieTx23 3 หลายเดือนก่อน

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

  • @soumyadeepghosh5199
    @soumyadeepghosh5199 3 วันที่ผ่านมา +1

    Grateful to you for this video.

  • @rajivverma8026
    @rajivverma8026 ปีที่แล้ว +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.

  • @RizwanAbbasi-o4o
    @RizwanAbbasi-o4o 4 หลายเดือนก่อน +1

    Thank you for your Good teaching methods ❤

  • @Arnob_111
    @Arnob_111 3 ปีที่แล้ว +1

    Good job Binod - A friend from BITS

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว

      Thank you so much for kind words.

  • @niteshtrading
    @niteshtrading 3 ปีที่แล้ว

    BEST Video till now for CNN

  • @muhammadalikhan5003
    @muhammadalikhan5003 ปีที่แล้ว

    Wonderful video. Easy to understand. Highly recommended.

  • @ashokbekkanti
    @ashokbekkanti 3 ปีที่แล้ว +1

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

  • @muhammadawais2173
    @muhammadawais2173 ปีที่แล้ว +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  ปีที่แล้ว +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.

  • @AKASHKUMAR-bf7co
    @AKASHKUMAR-bf7co 2 หลายเดือนก่อน +1

    bahut aacha explain hai master jii awesome

  • @sheharyarejaz9378
    @sheharyarejaz9378 2 ปีที่แล้ว +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 💚

  • @raginisharma9302
    @raginisharma9302 2 ปีที่แล้ว +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 🙏🏻

    • @emmanuelakpaklikwasi4300
      @emmanuelakpaklikwasi4300 2 ปีที่แล้ว +1

      Exactly my dear. I have watched several videos... he just saved me.

  • @aishni6851
    @aishni6851 4 ปีที่แล้ว +6

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

  • @hiteshsuthar1097
    @hiteshsuthar1097 2 ปีที่แล้ว +1

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

    • @binodsuman
      @binodsuman  2 ปีที่แล้ว

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

  • @mdminhajulislammahin9510
    @mdminhajulislammahin9510 3 ปีที่แล้ว

    Thanks you so much for this tutorial, Love from BANGLADESH

  • @Triple_editgirls
    @Triple_editgirls 3 ปีที่แล้ว +2

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

  • @dr.chaluvadivraghavendran2462
    @dr.chaluvadivraghavendran2462 3 ปีที่แล้ว +1

    Thank you for very clear explanation on CNN

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว

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

  • @AMANVERMA-bq8hj
    @AMANVERMA-bq8hj 7 หลายเดือนก่อน +1

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

  • @darkfrost
    @darkfrost ปีที่แล้ว +1

    Wonderful explanation
    Hats off to you.

    • @binodsuman
      @binodsuman  ปีที่แล้ว

      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!

  • @priyansnujadhav1044
    @priyansnujadhav1044 4 หลายเดือนก่อน +1

    absolutely good explanation, helped me.

  • @anisnajihah7476
    @anisnajihah7476 ปีที่แล้ว +1

    very clear explanation. Thank you.

  • @sukumarane2302
    @sukumarane2302 3 หลายเดือนก่อน +1

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

  • @usamazahid1
    @usamazahid1 2 ปีที่แล้ว

    beautiful illustration and easy explanation....good work

  • @BC-jq8fg
    @BC-jq8fg 6 หลายเดือนก่อน +1

    Very good lecture .Thank you so much.

  • @aditisengupta251
    @aditisengupta251 3 ปีที่แล้ว +1

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

  • @vincentumeh7891
    @vincentumeh7891 11 หลายเดือนก่อน +1

    You're simply the best!

  • @chinese_tiktok853
    @chinese_tiktok853 2 ปีที่แล้ว +1

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

    • @binodsuman
      @binodsuman  2 ปีที่แล้ว

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

  • @abhishekbharadwaj7891
    @abhishekbharadwaj7891 3 ปีที่แล้ว +1

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

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว

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

  • @vaishnavikamat7253
    @vaishnavikamat7253 9 หลายเดือนก่อน +1

    Very nice explanation Sir. Thank you

  • @idrissjairi
    @idrissjairi ปีที่แล้ว +1

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

  • @harshitsharma1905
    @harshitsharma1905 6 หลายเดือนก่อน +1

    Love you sir, great content😎😎

  • @ShittheswaranSelvakumar
    @ShittheswaranSelvakumar 9 หลายเดือนก่อน +1

    Thala... Super explanation thala

  • @prothomantorbanik1728
    @prothomantorbanik1728 2 ปีที่แล้ว

    Best video on this topic! Loved it🤘

  • @homelandcn1
    @homelandcn1 ปีที่แล้ว +1

    Very nice explanation. Thank you

  • @yashgupta4099
    @yashgupta4099 ปีที่แล้ว

    The best all doughts cleared 😊❤❤❤

  • @RaviPrakash-fc4ur
    @RaviPrakash-fc4ur ปีที่แล้ว

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

  • @HabdatMobarmg
    @HabdatMobarmg ปีที่แล้ว +1

    Many thanks for that awesome explanation

  • @Lets_MakeItSimple
    @Lets_MakeItSimple 4 ปีที่แล้ว +1

    Bahut acha samjhaaye aap bhaachaa....

  • @MrYomantanepali
    @MrYomantanepali 6 หลายเดือนก่อน +1

    he earned my subscription

  • @gamingschool3357
    @gamingschool3357 7 หลายเดือนก่อน +1

    Thank you very much guruji it was great help 🙏🏻

  • @amongstar1407
    @amongstar1407 11 หลายเดือนก่อน

    🌠
    Nevertheless, this remains the best and most straightforward explanatory video on TH-cam!

  • @Vikram-wx4hg
    @Vikram-wx4hg 3 ปีที่แล้ว +1

    Very nice detailed explantion!

    • @binodsuman
      @binodsuman  3 ปีที่แล้ว

      Thank you Vikram for nice words. Glad to hear that this Convolutional Neural Networks CNN videos helped you. Keep Learning !!

  • @sizenandosilva8913
    @sizenandosilva8913 2 ปีที่แล้ว

    That's was the best explanation i've seen

  • @michaelscience2481
    @michaelscience2481 3 ปีที่แล้ว +1

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

  • @yuv09
    @yuv09 3 ปีที่แล้ว

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

  • @binarybeast2685
    @binarybeast2685 3 ปีที่แล้ว +2

    Stunning video! , cleared all the basic concepts!

  • @shankarikarunamoorthy4391
    @shankarikarunamoorthy4391 5 หลายเดือนก่อน

    Very clear explanation. Thank you sir.

  • @nishant9847
    @nishant9847 7 หลายเดือนก่อน +1

    thank you so much sir for this amazing knowledge

  • @babyfrog5820
    @babyfrog5820 2 ปีที่แล้ว +2

    Your 20min lecture is more helpful than my professor's 2 weeks lectures, thank you.

  • @faizaansayyad
    @faizaansayyad 2 ปีที่แล้ว

    Thank You!!! Beautifully explained

  • @VISHALSAXENA-l6t
    @VISHALSAXENA-l6t 3 หลายเดือนก่อน

    Excellent way of teaching

  • @youshaarif4253
    @youshaarif4253 10 หลายเดือนก่อน

    Thank you so much for the simple explanation ☺️