Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python)
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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
Deep learning playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
Machine learning playlist : https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw
Here are some good articles on CNN,
Is CNN scale/rotation invariant?
https://stats.stackexchange.com/questions/239076/about-cnn-kernels-and-scale-rotation-invariance#:~:text=22-,1)%20The%20features%20extracted%20using%20CNN%20are%20scale%20and%20rotation,details%2C%20see%3A%20Deep%20Learning.&text=Convolution%20is%20not%20naturally%20equivariant,or%20rotation%20of%20an%20image.
https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/
PDF Paper on cnn: http://www.deeplearningbook.org/contents/convnets.html
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DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers’.
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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
🙌🏾rabbits will help me remember pooling forever.
Amazing teaching! Really appreciate the efforts you put for these awesome tutorials.
excellent teaching
Hi, also please try PCR and PLS ;)) thank you. waiting keenly for coming lecture
Hi sir , Can you make videos series about Deep learning in cybersecurity (detection and prediction of various malicious attacks)
great explanation … thank you very much … please more convolutional network projects
Great Explanation Sir thanks alot
Krish Naik squad
Very nicely explained. already a fan
This is so cool. Best Explanation of CNN basics for starters. Thanks, Dhaval.
Sir, please continue the series sir.wonderful lectures, eagerly waiting for remaining videos.
Excellent sir
Sir after training the modle the pics are needed?
couldn't have been explained any better
Great Video as usual, you are AMAZING BRO!
No More Question SImply Super B.
Clearly explained CNN operation
I think a fun project to delve into is learning how to create an AI that can be trained to play popular games like League of Legends.
Really very intuitive love from Odisha
excellent presentation
can you make more project use Deep Learning ? Please
Thank you, sir……….
Hey Dhaval, I hope you are doing well. Have you covered Web Scraping/HTML CSS Selectors topics in Python? If not, I think this should be good inclusion in your Python tutorial when you will be creating a new tutorial again.
Appreciate the efforts you put for the video and explained CNN in very simple way. Very useful. again thanks a lot.
Thank you sir!!
Dhaval Bhai, Very good tutorial!
thank u very much , great efforts, very useful
Superbbbb!!!!!
Please update DS and algo playlist.. waiting for it
Finally,You strarted CNN.
Really really thanks from bottom of heart.
Thank you so much sir.
I never seen a techer like u in youtube
You are my first youtube guru.
Nice video! Any chance you are planning on covering topics like optimization for neural networks etc ‘Adam’?
Also add video with CNN of multiple regression and multi classification
Sir plz also share pdf file of Ann with of good research paper
Sir will you make tutorial on object detection in coming videos ?
Waiting. Thx
Tq sir for making this tutorial I am waiting ……………………
Waiting