Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python)
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- Опубликовано: 13 окт 2020
- A very simple explanation of convolutional neural network or CNN or ConvNet such that even a high school student can understand it easily. This video involves very less math and is perfect for total beginner who doesn't have any idea on what CNN is and how it works. We will cover different topics such as,
1. Why traditionally humans are better at image recognition than computers?
2. Disadvantages of using traditional artificial neural network (ANN) for image classification.
3. How human brain recognizes images?
4. How computers can use filters for feature detection
5. What is convolution operation and how it works
6. Importance of ReLU activation in CNN
7. Importance of pooling operation in CNN
8. How to handle rotation and scale in CNN
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#convolutionalneuralnetwork #cnndeeplearning #cnntutorial #cnnmachinelearning #cnnalgorithm #cnnpython #cnntensorflow
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Here are some good articles on CNN,
Is CNN scale/rotation invariant?
stats.stackexchange.com/quest....
ujjwalkarn.me/2016/08/11/intu...
PDF Paper on cnn: www.deeplearningbook.org/conte...
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DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.
Do you want to learn technology from me? Check codebasics.io/ for my affordable video courses.
Just one doubt. How does it learn what will be the kernel matrix grid values. Coz the grid values of feature matrix were already provided by you, so how does it come to know by its own?
No University, No Online Certification courses, No other online platforms can match the simplicity and efficiency of Dhaval sir's teaching. Thank you very much for providing this for us.
Thanks Fousiya. Please check skillbasics.com, I have started adding quizs etc in some of the courses so that you can have guided learning. Check machine learning course on skillbasics.com (it is free)
@@codebasics sir please provide a certificate with the courses. It will increase the interest & encouragement...
@@codebasics
Unable to understand image size?
True
He teaches very very clearly
I've gone through various online chapters and videos explaining the same concepts but none were as clear and easy to understand as this one. Kudos to you sir!
I can verify the fact that even a high school student can understand this topic. Well explained, I absolutely love your videos!!
ha ha .. thank you :)
Myth confirmed, a 59 year old can learn this too!
same here
Sir, I have seen your all playlists (Python, Machine Learning, Deep Learning, etc) and all are amazing. Your way of teaching and sharing knowledge proves how much you have expertise in data science. I recommend everyone to must go through all the videos if anybody wants to get an expert in data science.
Glad it was helpful! I appreciate you leaving a comment of appreciation
🙌🏾rabbits will help me remember pooling forever.
I have been so behind in class trying to understand the complexity and architecture of CNNs and what is actually going on. This video made things amazingly clear and was simple to understand for such a complicated topic. Thanks!
I just wanted to say how impressed I am by the way the author of this video has explained such discrete and complex algorithms in such a simple manner, it is so easy to understand the concepts through the video, and all the examples that the author has put. Great work sir! I am really glad to have found such a channel where I can understand the basics of AI in such a simple and easy manner.
Thanks Arya for your feedback. My mission on this channel is exactly that (i.e. break down complex topics in a way that even a high school student can understand it easily), I will continue to upload videos like this with lots of visuals and easy explanation.
@@codebasics Looking forward to it then :P
I am a newbie exploring this field, hope to learn a lot from your channel!
I Saw many videos to understand CNN Concept but non of them teaching from student point of view (student has no idea or basics), all are teaching little bit high level from student mindset, BUT REALLY AFTER I SAW UR VIDEO SIR, I Clearly understood without a doubt, THANKS A LOT & LOVE U. Keep it up making such more complex topics in simple way as u r doing now, really u r a boon for us once again love u sir.
I used to hate Machine Learning but you made me love it ...that is the power of a brilliant tutor!!
Say no more, I have been watching a bunch of videos about CNN, so far this is the best. Just WOW! Thank you!
You Cheated CNN was supposed to be hard!!! Thank you so much for such a wonderful video! Your explanation was so clear that I learned a lot today!
😅
This is surprisingly easy to understand. Thanks, I feel like I can imagine how many neural nets operate now. I felt like there should be a way to create 'filters' but didn't realize how straightforward it was (but also so potentially complex)
Finally,You strarted CNN.
Really really thanks from bottom of heart.
Thank you so much sir.
Yup, many more exciting tutorials are coming up. Stay tuned
Hello sir iam your follower even though I'm taking course related machine learning I've about to start my carrier from data analyst please put some video how to create resume as a fresher what are the mistakes to avoid and how to build strong resume as a data analyst
This is very simple and amazing explaination for CNN. Full clarity on why CNN over ANN. Hats off to you !!
Honestly this is the best tutorial and explanation about the concept of CNNs!! absolutely loved it! Great job and thank you!!
No way, you can't make this topic so simple. You are a genius.
simply amazing...I am doing PhD in DL and have come across several tutorials in youtube regarding CNN but none has been able to clarify my concept...you said the same things they said..but in much easier way so that everyone can understand..Now I can understand the meaning of every word i came across in my whole life about CNN....Hats off sir...PLS PLS PLS KEEP UP THE GOOD WORK
Anindita thank you for your kind words of appreciation.
Sir same wording from my side. I doing PhD in image processing and learning CNN from different sources. Today's video I found complet, easy n conceptual.
Thanku sir
Good evening
I'm vinoth
I need some help for DL in welding process
I have taken LinkedIn courses and few others and I must say, this is the best explanation I have found so far. Thank you Dhaval Sir 🙏
Superbly explained. I have recently started learning data science. Your video's are superb, Very well explained. I have finished all Machine learning videos. Started with Deep Learning. Most recommended channel for the beginners. Thank you soo much sir....... :)
Thanks a lot. Many online teachers considers as natural the conceptual operations that convolution does (edges, colors, etc) and just show a diagram with balls connected as if it explains everything 😜 You go deep enough by explaining clearly, and for that, thanks!
This is what I am looking for! Need to know first the fundamentals. Thank you very much sir!
Are you kidding me,,, you are an amazing lecturer. first time I have understood the layers I say !!
Brilliant teaching. This is what teachers all over country should strive to do in any subject. Here is a tough concept and you've broken it down to a level most educated people can digest. I find it (dare I say) even better than Andrew Ng's teaching style.
This is a masterpiece! Thanks for sharing your inspirational understanding. You got my respect!
man i watched a lot of videos about CCN , i really got nothing, but after your video i am done with CNN, thank u so much man.
You're videos really helped me in final year research mate! Thank you very much!
This is amazing thank you! Simply explained, my professor failed to explain and a lot other youtuber failed as well.
I watched many videos and read lot of stuff to understand CNN before watching this video. But this video is easiest and yet comprehensive way to understand CNN. Thank you for your efforts !!!
Glad you liked it
This video is brilliant and very helpful for understanding CNN. Thank you very much for sharing your knowledge
Amazing teaching! Really appreciate the efforts you put for these awesome tutorials.
I'm very new to CNN, just started to learn this 4 days back. This video is the simplest one to grab the whole idea of what is CNN and how it actually works. Hats off to you, Sir! Keep 'em coming 🔥
☺️👍
You are incredible, simple, effective and straight to the point. Even the tune of your voice is like a music to ears, it shows a kind person with big heart and sincere attitude. With guys like you, what is the point of going to universities. Wish you all the best with great health and wealth and happiness
Thanks for you kind words Saeed
Dhaval, this is one of the most simplified explanations of CNN. I have watched many videos, but my concept got clear after watching this class. Thank you !!
thanks for this video! I'm learning ML from a book, but your content helps me get another way of going through and understanding it.
perfect! Thank you so much for your simple presentation. This video was what I actually need as a beginner.
Just one line- The best CNN videos on RUclips undoubtedly.
Believe me! I was just quitting AI but this man helps me a lot, clear my concept and now I am very optimistic to master AI.
Thank You Sir much much love from Pakistan❤❤
Thank you Sir for such a simple yet informative tutorial. It helped me a lot. I have watched a lot of videos about CNN but you cleared all my doubts ..Thanks a ton...!!!!👍👍👍
Excellent lecture, you have explained a complex concept in a very simple manner
Super explanation... Still only 800k subscribers. This channel deserve to be millions. You are the best tutor of ML and Data science without doubt. I wish I had come across your videos earlier.
I have gone through way more videos or books about CNN but this is the best I have ever had.
I scoured the web for explanations of convolution, and found them to be instructions rather than explanations, or explanations put in terms that only people who already knew about the topic could easily understand. Your explanation was absolutely the most clear I've seen, and I grasped the concept halfway through. Congratulations! You should write a book and teach a course; you have a talent for explanation.
Steven, thanks for your kind words. I was able to leave my 9 to 6 job last year and now doing exactly as you said, i.e. building courses. Check codebasics.io
This is the best CNN explanation I have seen! Thanks for the video!
Thank you for making this as simple as possible. Kudos!
Wonderful ! Excellent way of simplifying the explanation of a difficult problem .
Extremely clear and easy to understand. Thank you very much
best explanation of CNN . simple and straightforward
Thanks for making these tutorials, I'm finding them super helpful!
One of THE best explanations I have come across . Thank you !!
One of the best explanations I've seen on the subject! (I've seen many). Great - thanks so much
This is fantastic. You made me understand in a very simple way.
Made so easy; brilliant explanation, thank you so much.
Very wonderful explanation sir. I am very lucky that I found your videos. Thank you so much sir🙏🙏🙏
Always I watched you amazing videos your way of explanation is beautiful god bless you Sir.......
You are a legend..you make learning much easier sir..thank you so much 👏
You are awesome man.
Best resource on the RUclips.
Love your work!!!!
Thanks.
Your youtube tutorial are better than paid online course. Hats off to your effort
This is exactly what I needed. Thank you, sir. I've become a fan.
You are such a great teacher. I am so glad I came across your video! Will certainly come back for more. Really enjoy the way you teach 👍
You people are asset to this country.......very well explained.....👍
amazing wow thank you very much sensei 🙏🙏🙏 I hope all your family have happy life 🙏
Easy to understand that lesson. Thank you so much, have a big respect for me
fantastic explanation of such a complex proces! looking forward to your next videos !
I spent money hoping to getting this kind of content... I am very happy, thank you!
Really good tutorial, thank you for making those concepts easy to understand.
great and amazing explanation, thanks a lot for this tutorial.
Thanks a lot sir, the informations from the video will help me a lot for my final thesis 🤗
Teaching is an Art... You have mastered it sir 🙏🏼
Your tutorials are gold! Thank you so much for your dedication
Glad you like them!
You are doing great sir. Thank you and God bless you.
Very nice explanation, do you have a video on Convolutional Neural Network feature extraction on Time Series Data?
I really like the way you breakdown things in your explanation and then focus on each subtopic.
Very easy-to-understand tutorial with a nice simple example. I am glad to follow your channel. Keep going. Thank you for your effort.
This is a great video, by just watching it once, my CNN theoretical concepts are clear.
What a beautiful way to explain CNN. I was stuck at understanding CNN since two entire months. I just couldn't build the intuition . This video helped me massively. I don't know how to thank you for your help!
Sujal, glad it helped. You can spread the word by sharing this on LinkedIn and watsapp and any other means. That way other people who are struggling like you can get benefit. I put so much effort in this but somehow this video has buried into youtube search results
This gentleman's sense of humor is so pure. That even the most cringe jokes made me laugh. Good job Sir!
Excellent explanations. Easy for me to understand Thanks!
Thank you very much. It was an amazing tutorial. It is so clear.
This is the best neural network video I have seen. You are the best
Thank you very much for providing such a clear and insightful explanation.
i cannot thank you enough for making enjoyable and easily understanble video of such difficult topic
liked and subscribed right away
awesome i searched a lot but i didn't understand what is exactly CNN but you explained very good thanks a lot
Thank you so much sir. You teach in a simple way and can be understood very well.
It is a best lecture on CNN in RUclips.
Excellent teaching Mr. Dhaval. Thoroughly impressed the way you make things simple in teaching!!! Hats off to you sir!!!!
🤗👍👍👍🙏
That explanation is just amazing, before this video I had no idea how CNN works. Now I understand the basics of the topic. Thank you very much sir.
☺️👍
One of the best explanations ever! Thank you so much.
Glad it was helpful!
Finally I understood in a way I can explain others . Just amazingly simple explanation
Glad it helped!
thanks you so much...you really cleared my understanding!!
Never watched CNN theory and architecture with this much in simple words.. So much enjoying this Playlist..!!
Kudos to you..
Thank you..!!
I am happy this was helpful to you.
Myth confirmed: Even a high schooler can learn this.
☺️☺️☺️👍
Thank you so much sir ,for this beautifully explained video ..
Ooooh, you've finally enlightened me as on pooling, cant appreciate more sir🙏👌
Happy to help
great explanation ... thank you very much ... please more convolutional network projects
Explicitly explained! The best expalanation thus far. Kudos to you sir :)
this is so great. thank you very much for a wonderful resource
Love your explanation almost without complicated math, or even without math despite so high level topic as CNN 😁 it’s talent 👏
Glad you liked it!
till now I haven't see any teacher like you really
Fear is gone when Dhaval sir is on....Generally I doubt like did I really got the complete intrusion of the topic or not... but when I learn from codebasics I don't have that doubt . Thank you Sir...
Dhaval Sir, you are nailing it. This and upcoming generations will be thankful your your efforts
😊👍