Image Classification using CNN Keras | Full implementation

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Coding Lane

Coding Lane

Күн бұрын

In this video, we will implement Image Classification using CNN Keras. We will build a Cat or Dog Classification model using CNN Keras.
Keras is a free and open-source high-level API used for neural networks. Building a Deep Learning model in Keras is fast and easy.
I already covered the full detailed mathematical theory behind the Convolutional Neural Network (CNN). If you haven't checked that playlist, then you can find its link down here.
For now, let's first see Image Classification using CNN Keras.
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Timestamps:
0:00 Intro
1:43 Imports
3:25 Loading Dataset
6:30 Model Implementation using keras
15:36 Predictions for individual images
17:17 End
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Follow my entire playlist on Convolutional Neural Network (CNN) :
📕 CNN Playlist: • What is CNN in deep le...
📕 Programming Assignment: github.com/Coding-Lane/Image-...
📕 Dataset: bit.ly/ImgClsKeras
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✔ Complete Neural Network Playlist: • How Neural Networks wo...
✔ Complete Logistic Regression Playlist: • Logistic Regression Ma...
✔ Complete Linear Regression Playlist: • What is Linear Regress...
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If you want to ride on the Lane of Machine Learning, then Subscribe ▶ to my channel here: / @codinglane

Пікірлер: 228
@pavanrshetty5087
@pavanrshetty5087 Жыл бұрын
The quality of content, simplicity in the explanation, teaching from the basics, explanation of the dimensions and model architecture parameters; everything about the playlist is so amazing. Great job man!! Playlist suggestion: 1D CNN on time series data passing big window-sized data (time dimension) along with a multi-headed neural network targeting classification and regression simultaneously is something I would love to see.
@kamronbeksolih3285
@kamronbeksolih3285 5 ай бұрын
Thanks for your effort and time in creating such great content. I have completed the whole playlist and learned the fundamentals of NN. Thanks again! Keep creating, teaching and sharing:)
@bryanscott2075
@bryanscott2075 Жыл бұрын
Everything is simple and straightforward. keep up the good work bro!
@Bbb78651
@Bbb78651 4 ай бұрын
Thank you so much, brother, for this STELLAR series on CNNs. Without a doubt, the BEST on KZfaq. Your efforts do not go unnoticed. Please keep making high quality content. Cheers from Austin, Texas!
@CodingLane
@CodingLane 4 ай бұрын
Hey… thanks a lot for this. I really appreciate it!! 🤗
@djordjetosic4553
@djordjetosic4553 Күн бұрын
Maybe best explanation on YT on this topic, i am looking at hours of content and this 18 min video helped me a ton, Thank you!
@sayedikramulhaqbanuree6923
@sayedikramulhaqbanuree6923 Жыл бұрын
That's amazing the way you have thought all the playlist was outstanding, really helped me and cleared lots of my confusions Respect from Afghanistan
@vipulpampattiwar7381
@vipulpampattiwar7381 9 ай бұрын
No one can give that much amount of Explaination thank you🙏🙏🙏
@adithyasureshkumar7523
@adithyasureshkumar7523 2 жыл бұрын
Explaining everything from the basics is extremely useful...especially in deep learning.
@CodingLane
@CodingLane 2 жыл бұрын
Happy to help!
@careercom9485
@careercom9485 6 ай бұрын
How can I get code
@Aditya-zv5et
@Aditya-zv5et 6 ай бұрын
i watched your entire playlist its pretty amazing the way you have explained everything it went in my mind without any resistance.... thanks a lot its a great help....... You are really good at teaching keep it up 🔥🔥😍😍
@sphoorthy7978
@sphoorthy7978 Жыл бұрын
After searching a lot I came across this video. This was very clear and easy. Thanks a lot
@CodingLane
@CodingLane Жыл бұрын
Happy to help 🤗
@jannahmahmoud6047
@jannahmahmoud6047 9 ай бұрын
This is one of the best explanations i just finished the whole playlist thank you so much for your efforts
@CodingLane
@CodingLane 9 ай бұрын
Glad it was valuable 😇
@zzzmd11
@zzzmd11 7 ай бұрын
Hats off to the excellent explanation. Great job !!!
@xfregas2682
@xfregas2682 2 жыл бұрын
man your videos are absolutely crazy good. I love your teaching style. I hope you will keep going. :)
@CodingLane
@CodingLane 2 жыл бұрын
Thank you so much! Appreciate your comment
@sachinkapase9218
@sachinkapase9218 2 жыл бұрын
@@CodingLane hey buddy, great video. please make video on TFOD installation in local system for object detection as I haven't found any specific video on KZfaq
@John-wx3zn
@John-wx3zn Ай бұрын
Thank you. You are a very nice person and easy to learn these easy concepts from.
@pennapatipavan5846
@pennapatipavan5846 Жыл бұрын
Your videos are awesome. So helpful. One stop for knowledge seeker. Can you please make videos on SVM, GMMs, Maximum Likelihood estimation as well?
@oyebamijimicheal8372
@oyebamijimicheal8372 2 ай бұрын
Simplicity at its peak ❤️🔥
@stanmiczka
@stanmiczka 3 ай бұрын
Thank you so much for your playlist, it has been so usefull for me ! I hope that you're doing well :)
@rajashehryar2002
@rajashehryar2002 6 ай бұрын
To the point explanation. Well done brother❤
@aidataverse
@aidataverse 8 ай бұрын
Really great content bro , in simplest English as if I am listening in Hindi. Very good
@MKSB-bv1ej
@MKSB-bv1ej 5 күн бұрын
Really informative. Thankyou
@hamafel7559
@hamafel7559 6 ай бұрын
thank you for all these videos,clear and very helpful! can you make also videos about few-shot learning?
@dalao3
@dalao3 Жыл бұрын
Thank you so much for your fantastic video! You are truly amazing.
@DEWAAN-ud7ss
@DEWAAN-ud7ss 4 ай бұрын
You r Great .. This model very Effective Thank you
@joshr168
@joshr168 8 ай бұрын
This is MUCH easier to understand than the elite university certificate program I am currently in for Deep Learning.
@mayaambalapat3671
@mayaambalapat3671 4 ай бұрын
Thank you so much for your efforts. It is the best playlist explaining CNN
@CodingLane
@CodingLane 4 ай бұрын
Thank you so much!
@himabindugottipati9867
@himabindugottipati9867 2 ай бұрын
Thank you very much for this video. I request you to do videos on all machine learning algorithms. Thank you
@manjuladas
@manjuladas Жыл бұрын
gotit... I usually don't comment but this video definitely deserve a round of applause... You have explained it the best possible way. Many thanks! 🙂
@CodingLane
@CodingLane Жыл бұрын
Thank you so much… it means a lot to me.
@soumyarao3372
@soumyarao3372 2 жыл бұрын
Absolutely great, double thumbs up!
@CodingLane
@CodingLane 2 жыл бұрын
@MohammadaminAhanin
@MohammadaminAhanin 9 ай бұрын
This was so Helpful Thanks for that Sending you my Love From IRAN
@karishmachauhan8598
@karishmachauhan8598 10 ай бұрын
Thankyou bhaiya!! I got output
@ABHISHEKPGDM
@ABHISHEKPGDM 4 ай бұрын
while fitting the model, how do we get to know that when we have to stop re-running epochs count for better accuracy? like by doing it again and again we can reach to desired accuracy level...
@user-bx7xh3wy1b
@user-bx7xh3wy1b 4 ай бұрын
you are amazing man
@adeepkrishnakeelar4426
@adeepkrishnakeelar4426 2 жыл бұрын
Very nice thanks a lot! Please upload more videos, very helpful!
@CodingLane
@CodingLane 2 жыл бұрын
You’re welcome 😇
@bhavani83esha
@bhavani83esha 2 жыл бұрын
Found it very helpful, thanks a lotttt for creating this video sir
@CodingLane
@CodingLane 2 жыл бұрын
You’re welcome 😇
@sharmisthachoudhury9102
@sharmisthachoudhury9102 Жыл бұрын
In input.csv file datasets it shows "Wrong number of columns at line 6" error
@slyyoursenpai2462
@slyyoursenpai2462 Жыл бұрын
When I run the loading dataset part i,e X_train = np.loadtxt it says wrong number of columns at line 2
@haleemahoummusab21
@haleemahoummusab21 11 ай бұрын
This is really helpful.. thanks so much! But I'm unable to download the dataset completely,it's saying no access; is there another way I can get the dataset downloaded?
@muhammedfayas5907
@muhammedfayas5907 4 ай бұрын
Great work brother, is there any video where u have implemeted using tensor flow frame work?
@nagamalleswararao2020
@nagamalleswararao2020 2 ай бұрын
Please do videos on RNN also. Your videos really useful. Thank you.
@sunilbrevannavar1379
@sunilbrevannavar1379 5 ай бұрын
How do I convert a folder of images (probably each has different resolution ) into a trainable .csv file?
@ramanraguraman
@ramanraguraman Жыл бұрын
Thank you very much
@kabirabdulkarim-mu8gq
@kabirabdulkarim-mu8gq Жыл бұрын
Hi, I found your video very educative. Can you please demonstrate how CNN can be applied on cellular network for DDoS detection
@susmithanimushakavi6426
@susmithanimushakavi6426 10 ай бұрын
Trying to install tensorflow becaise of user pernissions denied and path not mentioned..please help me
@Apkabhai5
@Apkabhai5 9 ай бұрын
thank you so much sir
@nkechiesomonu8764
@nkechiesomonu8764 9 ай бұрын
Thanks and God bless you. I really appreciate your video.Please can you do a video on any pretrained network with svm for classification
@jasurbekgopirjonov
@jasurbekgopirjonov 6 ай бұрын
amazing
@danyalasif8322
@danyalasif8322 6 ай бұрын
good content in short time
@wasiflatifhussain
@wasiflatifhussain 8 ай бұрын
excellent content
@meerashareef419
@meerashareef419 4 ай бұрын
So what we do when we want multi class output ,, which activation function we use can u explain
@manishpingale6558
@manishpingale6558 4 ай бұрын
amazing series bhai!
@CodingLane
@CodingLane 4 ай бұрын
Thanks!
@aditshah5958
@aditshah5958 2 ай бұрын
Hey Bro, Loved your entire playlist! It was really helpful. I had a question though. In the end, if the probability for one of the dog images was below 0.5, does that mean that all dog images will have a probability of being less than 0.5? If no, then how are we using a fixed threshold for classification? Can it not lead to erroneous classification too?
@rnmstream
@rnmstream 6 ай бұрын
how can I use it as pedestrian detection and how to find the pedestrian data set
@debayanbhattacharya9542
@debayanbhattacharya9542 Жыл бұрын
Very informative
@naiemsheikh4752
@naiemsheikh4752 Жыл бұрын
Excellent interpretation, but I can not download the dataset. It says "This site can’t be reached". What can I do?
@engr.inigoe.silvagalvan1161
@engr.inigoe.silvagalvan1161 Жыл бұрын
Brother, this video has been an enormous help to me. I'm doing my thesis to get the Mechatronic engineering degree on DL, which is how to be a specialist in AI in postgraduate. Greetings from Mexico.
@CodingLane
@CodingLane Жыл бұрын
Greetings! Glad it was helpful to you 😇
@bhavyasaisrikasetti2768
@bhavyasaisrikasetti2768 9 ай бұрын
At 6:33 when i am running it i am getting black images no the image of dog or a cat how to resolve it can anyone tell
@user-lf9te7hw8n
@user-lf9te7hw8n Жыл бұрын
i enjoyed your all videos on CNN
@CodingLane
@CodingLane Жыл бұрын
Glad that you enjoyed!
@MadhaviAmondkar
@MadhaviAmondkar 2 ай бұрын
Hello, your video did help me a lot. Thank you so much. But its was possible only because of the dataset which you have provided. Kindly guide on how to have such datasets for different classification?
@farhanaaullyjane4782
@farhanaaullyjane4782 Жыл бұрын
did you use MobileNet architecture for the CNN model?
@logofmath
@logofmath 8 ай бұрын
Bro love you.....virtual hug from me...thank you sooo much bhai.....
@bhavyasaisrikasetti2768
@bhavyasaisrikasetti2768 9 ай бұрын
At 6:33 when i am running it i am getting black images no the image of dog or a cat how to resolve it can anyone tell
@user-ip3bi3wd4d
@user-ip3bi3wd4d 3 ай бұрын
the dataset is in numerical value how it convert to numerical and how we see
@yy84869
@yy84869 8 ай бұрын
Thanks
@geniusx8071
@geniusx8071 Жыл бұрын
Very nice thanks a lot but I have a little problem invalid shape (1,) for image data and I don't know how to solve it if you can help me, please
@RAKESHSARKER-tl4qh
@RAKESHSARKER-tl4qh 11 ай бұрын
how did you upload those images? and how did you make a csv file? please dont use shortcuts I need to know this in details help me with it asap!!!
@erwanerwan6196
@erwanerwan6196 Жыл бұрын
hello....in case you have no csv ....and your dataset contains small images (40 ) ...how to download data set with Tensor flow ???
@dineshwaji
@dineshwaji 2 ай бұрын
nice content
@melusimj3800
@melusimj3800 9 ай бұрын
@coding lane, and everyone.. Can someone please assist me, I have a problem when it comes to fitting my model during training... How can I fix the "Invalid-Argument-Error? I have followed all the steps from this video, but I still get the same error. Any suggestion, on how to solve the error?
@ganeshchaudhari9581
@ganeshchaudhari9581 5 ай бұрын
great explanation bro 😇😇😇😇😇😇🤩
@ravibhushandixit3500
@ravibhushandixit3500 8 ай бұрын
thanks bro
@subhangmokkarala
@subhangmokkarala Жыл бұрын
Bro how did u convert all images to csv files
@chaimaakarti8803
@chaimaakarti8803 11 ай бұрын
please what is the code for the learning curves I need today please someone help
@Kapilwankhede22
@Kapilwankhede22 15 күн бұрын
Jay, I can't download the dataset. Please help ...
@johntitor1054
@johntitor1054 11 ай бұрын
Actual lifesaver
@smitatiwari7505
@smitatiwari7505 Жыл бұрын
Awesome explanation. Good work
@CodingLane
@CodingLane Жыл бұрын
Thank you!
@terryterry3733
@terryterry3733 2 жыл бұрын
thanks bro , nice one
@CodingLane
@CodingLane 2 жыл бұрын
Always welcome
@msravan442
@msravan442 8 ай бұрын
Please make a video for low-light Image enhancement using CNN
@jimnaughtmhlanga9278
@jimnaughtmhlanga9278 Жыл бұрын
Hello I'm not seeing the link to a dataset
@arumugavelayingaran4166
@arumugavelayingaran4166 8 ай бұрын
thanks dude
@sindhujashukla8690
@sindhujashukla8690 Жыл бұрын
Sir can you make a video on multiclass label image classification using vision transformer
@the_hasnat
@the_hasnat 4 ай бұрын
Nice job
@CodingLane
@CodingLane 4 ай бұрын
Thanks!
@antonykahuro8349
@antonykahuro8349 2 жыл бұрын
Thanks 👍🏿
@CodingLane
@CodingLane 2 жыл бұрын
Your Welcome!
@user-gq1gf7yv2u
@user-gq1gf7yv2u Ай бұрын
i want dataset dataset link is not working
@bibandisha5781
@bibandisha5781 Жыл бұрын
Nice explanation
@CodingLane
@CodingLane Жыл бұрын
Thank you!
@lootere3282
@lootere3282 2 ай бұрын
Bro could you explain vision transformer with example and creating one transformer base image classification model from scratch
@nkechiesomonu8764
@nkechiesomonu8764 Жыл бұрын
You are too much. Best among equal, thanks for this video. please is it possible for you to replace the fully connected layer with svm or any other machine learning algorithm. i need a video of the implementation on that, Thanks i really appreciate
@palurikrishnaveni8344
@palurikrishnaveni8344 Жыл бұрын
can you show the severity level of the disease using CNN multiclass model?
@ivana_ftn
@ivana_ftn Жыл бұрын
You are treasure
@general936
@general936 Жыл бұрын
bro when are you going to upload more videos? very helpfull
@daniyalali801
@daniyalali801 6 ай бұрын
I've a question, have you used deep learning??
@fathimaamna1078
@fathimaamna1078 9 ай бұрын
Is the images labelled?
@catcodm4040
@catcodm4040 5 ай бұрын
why the dataset is in cvs file
@deekshasailu1523
@deekshasailu1523 2 ай бұрын
I don't why I getting runtime error can anyone please help me out from this
@YadavSachin01
@YadavSachin01 Жыл бұрын
Bhai Please tell me kb hm image classification me xml file ka use krte h
@kamanlimbu
@kamanlimbu 7 ай бұрын
Hello Thank you for this wonderful tutorial. I just wanted to ask at 5:43 you divided all those values with 255 as I am beginner I had question like why did you divide with 255 ? It would be great if you could explain a bit. Thank you for the tutorial by the way.
@aouatifcherdid9569
@aouatifcherdid9569 7 ай бұрын
To normalize the data values
@smile93
@smile93 Ай бұрын
Saras bhanave 6 bhai tu.....gamyu ane avdyu badhu video joine.......
@CodingLane
@CodingLane Ай бұрын
Thank you bhai… amen pan Gujarati j che!
@hardiksheoran1873
@hardiksheoran1873 4 ай бұрын
Dataset link not opening. PLZ HELP..😭😭
@shibu4513
@shibu4513 6 ай бұрын
dataset link isn't working
@michoumichou-se6zi
@michoumichou-se6zi Жыл бұрын
i have an error please help me : NameError: name 'np' is not defined
@crazy.abc..6049
@crazy.abc..6049 Жыл бұрын
From where can we copy this code
@sahiltaneja9021
@sahiltaneja9021 Жыл бұрын
Can we do this classification in real time using webcam
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