Cat Vs Dog Image Classification Project | Deep Learning Project | CNN Project

[@ersushantkashyap]

Dear Nitish, I have studied these topics from IIT Delhi and I felt I learnt nothing from IIT Delhi Data Science And Machine Learning Course. You are next level. Loved your channel, it has become an addiction for me, I watch at least 2-3 videos almost daily. I have found your channel is most underrated. This channel deserves Millions subscribers and trillion view on each video. Thank you for sharing your knowledge in Hinglish that also for FREE FREE FREE. I'll soon join your Power BI and DSMP course.

[@rahulsbytes]

I also addicted to this channel.

[@navpan18]

you are a lifesaver

[@GodTv-z2b]

sir I am stuck in problem daily base of machine learning and deep learning i need your number for solve the problem of machine learning can you give me

[@apudas7]

this channel is really underrated. Nitish sir is a gem.

[@DeepakKumar-te8bo]

ye testimg me cat ka image le rha to prediction kha hua isme kuch b bna rha ye

[@sachin2725]

You are that 'Dataset' which does not required any EDA...you are the best bro...keep up the good work.... LUV U 3000 😜

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@hrishikeshXXV]

corny ahh joke

[@twinkleRamalingam]

@@hrishikeshXXV kya re hrishikesh

[@amritajoshi8729]

Thanks

[@rajeshmhakave9606]

Now days I rely on your videos to get clear understanding of concepts. Your explanation method is so easy. Thank you very much Sir!!!!

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@khanumersalim2619]

Randomly, I found this video while searching for good tutorial for DL. Explained much much better than most of the College faculties, Courses (Indian EdTech), and AI tools. 🔥 Thanks a lot Sir. I wish I would have got your video and channel earlier. Thank you once again !!!

[@khanumersalim2619]

He deserves a lot of subscribers.

[@thelife5628]

25:13 Just some habits of true RCB Fans....😂 Thanks for the video sir. Your videos are of 11/10 ratings❤

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@worldtechgamers671]

thanks your content is best for machine learning

[@siyays1868]

Thanku very much for efforts you put for everyone here who wants to learn data science & its new domains . Your sessions always provide some new & helpful information. I don't have words to praise for this channel. I never know how to unzip file, trying to google ; don't understand. U showed a code for that & it worked. I learned a small , new thing & it was helpful . Thanku so much.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@beamngdrivegamebyayush140]

Come with more Awesome project ❤️✔️ We are always here to support and trust you 🎯❤️

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@aj_ai]

Enjoy your teaching style, all things to the point.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@elonmusk4267]

the ultimate lecture. even animations cant give intuitive understanding at this level

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@rakeshsoni5270]

Your way of explaination is too good brother, i learned many concepts from your video, thank you so much

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@nareshnaik4872]

Thank you sir for detailed explanation!

[@siddharthkarale3100]

Nice project, excellent explanation

[@AliyantTabish]

bhi ap ny buhat achi terhain samjaya hai

[@techtonik7]

Thank you Nitish sir for continuously putting your efforts!!

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@mentalgaming2739]

Very Good Sir , NIce Understanding Of Every Concept

[@vivek-eb1ic2309]

A very informative very good teaching style, good learning experience ❤

[@urstrulyswain]

bina daadi mooch wala Krish Naik.... But he has keen understanding of the topics... loves his video💗

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@RichaSharma-pf6eh]

Wonderful explanations by you Krish.....Linear regression is on my tips explained by you now...and so the other M/L videos....This again CNN implemetation you made so simplified for us the beginners....Please keep uploading your videos of DEEP learning too.....thanku so much ......

[@vaibhavdeshmukh3138]

Who is krish here he is nitish

[@vishnusit1]

Nitish you have done a great job.your concept is clear and powerful.. i am unable to access the colab file...how to get all code example for practice ???

[@worldtechgamers671]

write by your own.. also video me sabhi steps hai

[@satenderking]

seriously men you are next level......

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@jayanthAILab]

Sir, I haven' t used your cnn architecture, I took 4 convolutional layers, kerel_sizes (10,20,40,80) and four fully connected layers with neurons each( 80, 40, 20, 10, 1) . I got accuracy of 99.92%. I will become a top-notch data scientist with your videos. your hardwork payoffs sir.

[@XEQUTE]

uhhh what

[@zolleresports]

broooooo!!!!! htf u got share me the code pleaseeeee!

[@jayanthAILab]

Sure

[@zolleresports]

share me link broo plz...and there's also a problem uk..like for both cat and dog my model is giving me 1 as output..ifyk the solution please tell me that also :)@@jayanthAILab

[@AlishbaHaider-z4i]

can I get the link to the code please..

[@magnets8264]

I have no words to thank you brother ....❤❤

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@meetghodasara3835]

your video is so useful thankyou very much

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@mathematicswithveer615]

Thanks, sir for an amazing lecture I solve overfitting to some extent gotan accuracy 94 and Val accuracy 90 Added one conv and pooling , one fc, Dropdown 0.3

[@invinxi]

can you share your notebook with me?

[@pashto.remixmusic]

You explained it very well. thank u so much bro. big like from Afghanistan.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@rb4754]

Thank you for this great video.

[@ayushtiwari_134]

loved answering some questions in the comments, helped boost my confidence regarding the topics.

[@pawarrohith2181]

Thank you Bro For this, Lot's of help..

[@indianengineer5802]

Congratulations for 40K sir !

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@mavlonodev]

Great tutorial. The only problem is, I don't understand Indian.

[@tarunkumardas8347]

the topic is well explained in depth.

[@mlTS7626]

Excellent tutorial ! 25:40 here, don't we need to normalize the pixel values before predicting? as the model is trained on the normalized data

[@ayushtiwari_134]

i think it is not necessary to do so because he added the "batch normalization" layer after each convolution layer in the model which does the job for him already.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@soyam7]

suggestion from my side : use dorpout as 0.2; it will give accuracy upto 87 on train data and 83 on test data but use epoches as 9

[@tadaaa9220]

You are the best.....😄😄😄😄

[@dpxy1599]

It was excellent for beginners

[@AI-Mastery1]

Thank you sir I have learn alot of things

[@akashbelkhede4449]

Amazing one Nitish Sir

[@AdityaSharma-em8vz]

Really helpful and informative videos!!!

[@bhavneetsingh4632]

colab note book not working please look into this anddo the needful

[@MindBreew]

Yes please update sir

[@AliAhmadae121]

new subscriber thank you so much for the ai projects

[@attrey273]

Not working. I am getting 0 from all images

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@amritajoshi8729]

THANKS A TON

[@316-vinodkumarj3]

Good knowledge

[@mdsaklinemostak926]

I am getting 1 all time,,,how can i solve it?

[@omsairamconcept]

Congratulations for reaching 40k .. Very soon it will be on 1 lack

[@thearpitkatiyar637]

Can You help me I write the whole project but when i give dog picture link then gives 0 Or i give cat picture it give 0 for both the picture what is wrong ?

[@ayushtiwari_134]

either some issue while training or just the fact that the accuracy of the model isn't high enough to distinguish between the two images, besides, the images could be very similar to each other as well.

[@chirag_sakhare]

8:30 What if I have images of two or more subjects in the same folder?? How to make generators??

[@joynobhossainema4606]

Google colab link is not working

[@sujithsaikalakonda4863]

Hello sir. Great playlist sir.

[@rajatkurhade1040]

sir my val_accuracy = 0.8650 and accuracy = 0.9843 I have increased 1 conv and pooling layer and , and increased 1 FC layer also, now working to avoid overfitting.

[@GeekyGaming0]

Hey can you send me the link of your source code because my code is all good but the output of my code is 0 for every input for dog and cat both

[@harithapa9262]

​@@GeekyGaming0 It's happened due to imbalance dataset

[@madhav2590]

​@@harithapa9262any solution for that? Mine is showing 1 for both😢

[@harithapa9262]

@@madhav2590 Two solution 1. Use pre trained model 2. Use equal image for Both for example 1000 cats 1000 dogs

[@harithapa9262]

@@madhav2590 Just told ChatGPT to use pre trained cnn model for ur task and gpt will write all necessary code for ur project 😊

[@shalinipandey7319]

@CampusX ,i have one question, if i am provide any other data/image which is not related to our dataset,than what value show and one more question ,in code we already declare 1 - dog, 0- cat .., what is this , what CNN model work here,. kindly clear my doubts..

[@kshitizagrahari2605]

It should return the classification whose characteristics is more dominant than others according to the code. Since sigmoid function is used. So, the output will be either 0 or 1. Even a 'Horse' should be classified as 'Cat' or 'Dog'.

[@nimmixheikh1141]

i need the code , please someone share?

[@inhibited44]

I think I will go through this because my coursera cats vs dogs says everything is a cat. I have a similar project and need similar code. Thanks

[@sayanroy8095]

mee too

[@ambarkumar7805]

unable to open collab link access is denied

[@ashwaniyadav3446]

Sir i got accuracy=98.40 and val_accuracy=89.34 with the help of l2 regularisation and add one more conv(256) layer and one more FC(256) layer

[@b.srikar3182]

hello bro can you please share the source code because i am getting error

[@RohitKumar-mj1yg]

bro can you share the code

[@pritishpattnaik4674]

Sir ji mast explanation

[@ratankj4402]

Bhaiya congo for 40k

[@inhibited44]

Thanks for uploading it. It helped. I was wondering what the accuracy of the model would be if you had only a portion of the kaggle model - like 100 entries in training and testing? I am taking photos to set up my own project and have 100 entries in training and testing thus far.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@deeppatel_]

in fitting the model it's showing the error Value error : Shapes (None,6) and (None,1) are incompatible I have used facial emotions data having 6 categories

[@hitanshramtani9076]

hi sir sir at 12 :08 aapne bola ki train_ds numpy form mai save hua but kese as i run these for images, labels in train_ds.take(1): print(f"Images shape: {images.shape}") print(f"Labels shape: {labels.shape}") print(f"Image dtype: {images.dtype}") print(f"Label dtype: {labels.dtype}") the output was Images shape: (32, 256, 256, 3) Labels shape: (32,) Image dtype: Label dtype:

[@harshvardhanpal4720]

Thankyou very much

[@Rider-jn6zh]

Sirji itt would be more helpful if u could explain the parameter and it's particular values why u have used in this project..while creating cnn model like padding, stride etc

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@oussamajmaa9205]

thanks a lot but please add English subtitles to your videos

[@kagadevishal5008]

Excellent explanation sir! But will you please make a classification using pytorch once.

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@bmp-zz9pu]

In my system, GPU is just refusing to connect. What should I do?

[@priyanshugupta2104]

Sir pls make a video on k fold cross validation Sir maine abhut saara video dekha par usme acche se explain nahi Kiya gaya hai Aap ek video banao aur statistics par bhi video banao Apne playlist me dusre ka video daala hai Sir it's very important for me I am watching only your video , getting understand with your video only Humble request from honest student to best teacher

[@avijitchowdhury1093]

Can you show this project with deployment in heroku or other cloud platforms. Because deploying a deep learning model is a great issue..

[@md_shagaf_raiyan_rashid]

Sir mai nahi samajh paya matlab pehle img ko kaise kaiss badalna hai wo nahi samajh paya sir pehle numpy array fir resize aur ffir bahut sa process sir plehse drtils me samjhaye

[@learncoding78690]

so without need to download the dataset we can directly upload the dataset on google collab ,isn't it?

[@short_010]

yes

[@goldgoddy1167]

Which Ide is best for this

[@rustic1647]

@campusX can I get the code book also can you make video on PINN

[@indranildas05]

Sir for both ta cases I get 1 what should I do

[@akashprajapathi6056]

It is happening with me did you resolve the issue

[@madhav2590]

​@@akashprajapathi6056got any solution?

[@madhav2590]

?

[@furqanjan3481]

on L2 traning = 57.88 valid = 63 on L1traning = 91 acc = 90

[@AnkitKumar-s2s5q]

how to download dataset its not unzippping

[@erwanerwan6196]

well done sir !

[@ItsMeKryptoX]

sir, the model is predicting both dog and cat pics as 1, what should I do :(

[@COMRADE_ARMY]

From my mistake I am telling you : when you train you are doing image/255, but when you test you may pass image directly. dont do this, you have to do image/255 then only model will giwe you accurate answer

[@anjalimishra6157]

Still it's not working

[@ahmbilal]

it give same output for cats and dog in the end

[@anandachatterjee9179]

How to get the confusion matrix, classification report and auc roc curve after this code? Kindly guide

[@simonnaulet2118]

When i run it says that the dataset have a lot of corrupted files, and then it stops

[@nikhiliyer8436]

Please cover Callbacks,schedule learning rate ,tensorboard etc

[@vansh9899]

Why collab link is not working?

[@113_kunalsapkal3]

circular dependency for the process function how to resolve it

[@somijosee8750]

which algorithm is use in this??

[@aryaadwaitdongre4801]

Google Colab link is not working.

[@UnKnowN__x2306]

did we shuffle our dataset before training??

[@madhavgupta2059]

I'm running this on vs code with macbook pro with 14-core GPU, but vs is using CPU, how to switch to GPU on vscode

[@kanhabansal524]

best playlist

[@Mythical.History]

If I only know the basics of python, will I be able to learn CNN or machine learning easily?

[@GodTv-z2b]

i need your number because i stuck in daily life problem of machine learning and need your help

[@devarshinirachamalla5834]

I have issue in the code the image data of dtype object cannot be converted to float

[@AsifAli-rr7wb]

Thank you sir

[@sebastianbedowski7072]

make a program to compare a square and a triangle so that when you show the photo it shows whether it is a triangle or a square

[@_DebrajAcharjee_A]

How to show any random picture in my dataset ?

[@rishabhgiri4874]

agar mera project oral cancer pe h...jisme cancerous images aur non cancerous images ko classify krna h cnn se...but nahi ho rha h...aur project ka graph ke beech ka gap kam h bina BatchNormalization aur Dropout ke, toh mei use nahi kru?? meri accuracy mei 63% change ho rhi h bina BatchNormalization aur Dropout use kiye, aur jab use kr rha hoon toh 41% aaraha h??

[@ayushtiwari_134]

1.try increasing the complexity of the model to see if it properly overfits the data, uske baad use the dropout layer and batch normalization. 2. try using any one at a time like batch normalization or dropout layer and not together.

[@santoshkamble1290]

Notebook is not accessible

[@cartoonnclubb]

Hello sir....there is error in my plt.imshow(test_img) codeline....( image cannot be stored in float format )is showing sir

[@saswatadas5489]

Can you give me the code to show precesion,recall and F1 score on test set addition to this code

[@sayanroy8095]

Its Cat Or Dog always giving output array([[1.]], dtype=float32)

[@Rohit_GenAI]

you have to do image/255 then only model will give you accurate answer