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Training Residual Neural Network with your own dataset 

When Maths Meet Coding
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#python #TensorFlow #Keras
ResNet50 Architecture video link:-
• RESNET50 Architecture ...
In this video we have trained a ResNet50 model from skratch in python.
You can check out udemy complete course for transfer learning on below link
www.udemy.com/course/advanced...
A residual neural network (ResNet) is an artificial neural network (ANN) of a kind that builds on constructs known from pyramidal cells in the cerebral cortex. Residual neural networks do this by utilizing skip connections, or shortcuts to jump over some layers. Typical ResNet models are implemented with double- or triple- layer skips that contain nonlinearities (ReLU) and batch normalization in between.An additional weight matrix may be used to learn the skip weights; these models are known as HighwayNets.[3] Models with several parallel skips are referred to as DenseNets. In the context of residual neural networks, a non-residual network may be described as a plain network.

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12 сен 2020

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Комментарии : 89   
@whenmathsmeetcoding1836
@whenmathsmeetcoding1836 3 года назад
if you liked the video please support by subscribing😇 1. Object detection with tensorFlow api after installation :- ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-CBfO4uSwLTI.html 2. Yolo Object detection :- ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-zm9h4mYymk0.html
@dakariluca6577
@dakariluca6577 3 года назад
i realize Im pretty randomly asking but does anybody know a good website to watch newly released movies online ?
@easieml
@easieml 2 года назад
Sir, could you please tell how to predict the test_data in the multi class model?
@neemaradhalalneema5418
@neemaradhalalneema5418 Год назад
Hi could you show the output with identification of each flower?
@devarapallivamsi7064
@devarapallivamsi7064 Год назад
The best video tutorial I have ever come across.
@jagyansenipanda12panda37
@jagyansenipanda12panda37 2 года назад
Sir, I appreciate your description. It is quite understandable. My request is to make one video regarding image super-resolution using CNN.
@md.shafaatjamilrokon8587
@md.shafaatjamilrokon8587 3 года назад
Hello. Why are u using validation_split when u've already used splitfolders library for splitting? That's mean u are splitting dataset 2 times. isn't it? if anyone knows this please reply.. (I didn't use validation_split and got good accuracy)
@davidkloss2693
@davidkloss2693 3 года назад
Great Job!!!
@juang.8799
@juang.8799 3 года назад
Dude, you saved me
@BearuanG69
@BearuanG69 3 года назад
Why do we have to use validaiton_split if we had already split the data to train, test, and validation with 6:2:2 ratio?
@edsontorresojeda4298
@edsontorresojeda4298 3 года назад
what is the page that you can debug
@sagihaviv5675
@sagihaviv5675 3 года назад
hello sir do you similar video for ocr? i want to train to identify for sql statements/syntax
@RinRoya
@RinRoya 2 года назад
Hey, can I take all images to numpy from ImageDataGenerator? How?
@nkechiesomonu8764
@nkechiesomonu8764 2 года назад
please sir where is the link to your dataset. the one I downloaded from kaggle does not have output(processed data). Thanks
@abiryousuf9931
@abiryousuf9931 3 года назад
Brother, I really want to use CNN for this instead of RNN. How do I do that??
@amarjeetcheema8803
@amarjeetcheema8803 3 года назад
Hi Jay thanks for the explaining the code, but i did not find any github link in the description
@komalsaini734
@komalsaini734 2 года назад
how do we test the model for a data???
@UdhamsArtAndCraft
@UdhamsArtAndCraft 2 месяца назад
Thankyou brother Thankyou ❤️ 🙏 💙 🙌
@xXMaDGaMeR
@xXMaDGaMeR 2 года назад
amazing content
@esrahandles
@esrahandles 2 года назад
How can we do the deployment can you share that too
@mithileshthakkar693
@mithileshthakkar693 3 года назад
hey, bro may you give Github link for it, because I am getting the accuracy of 1 from the very first epoch, which suggests it gets overfit so I want to conform it
@shashankkamath2171
@shashankkamath2171 3 года назад
Saved me bro😁😘
@ayseperuzoglu8655
@ayseperuzoglu8655 2 года назад
Hello there, You used the split function in the code you wrote. but then why did you use subset, wouldn't it make more sense not to use it? Why did you create a validation dataset and then use the subset command? Won't it affect accuracy incorrectly?
@syedwaliuddin3656
@syedwaliuddin3656 2 года назад
Can you make auc and roc curve ?
@puterailham7112
@puterailham7112 2 года назад
Hi I know its a pretty old video, my code can't find the path specified hope to advised.
@ramyabommarapu7612
@ramyabommarapu7612 3 года назад
Sir what if we want to predict facial recognition like puffy eyes,wrinkels and dark spots what will be the code change
@scottdiaz-pe4rw
@scottdiaz-pe4rw Год назад
hello can you make video tutorial about image detection and only one kind of flower is our dataset
@nirachasukyuang3476
@nirachasukyuang3476 2 года назад
Hello I get a problem when I runing the code.It show "Found 0 images belonging to 0 classes." What could I do to solve ?. Thankyou
@ShivamPanchbhai
@ShivamPanchbhai 3 года назад
thnx a lot bro
@sehrishkhan8820
@sehrishkhan8820 3 года назад
Hello can you make video for Alex Net model
@muhammadislam9097
@muhammadislam9097 Год назад
Hello there, You have shared good work. Thank you so much for sharing this tutorial. I tried to train my custom image data with this model but something went wrong when it starts training. In the first epoch it showing 1233/unknown -123s 123ms/step - loss: 0.0045 acc: 0.9914 du to the unknown limit it can not complete the first epoch and it seems like the training is stuck in a loop. It would be a great help if someone can figure out the problem. --Thanks in advance
@codewithasia74
@codewithasia74 11 месяцев назад
video is blur at my side so please give me solution what i do?
@athiramohan5815
@athiramohan5815 3 года назад
Can you make a video on facial pain detection using ResNet
@pavanbharadwajaleshwarapu23
@pavanbharadwajaleshwarapu23 3 года назад
can you post the above code
@deepakkumaryadav2381
@deepakkumaryadav2381 3 года назад
Sir Please a make video Fire detection using ANN algorithm and flower pollination algorithm
@explors91
@explors91 3 года назад
Thank you so much! But how to use model to identify flower with custom input images?
@komalsaini734
@komalsaini734 2 года назад
i have the same doubt
@rafunongrum7085
@rafunongrum7085 3 года назад
this was really helpful.could you please share this code?
@bishnusharma9949
@bishnusharma9949 Год назад
Sorry, I cannot find your GitHub link. Can you please share it?
@anandraj4111
@anandraj4111 2 года назад
can i get this code plz?
@smvignesh3650
@smvignesh3650 2 года назад
Hi...pretty informative video, can you share the code?
@ryancaballero6651
@ryancaballero6651 3 года назад
Is this the same with resnet18?
@whenmathsmeetcoding1836
@whenmathsmeetcoding1836 3 года назад
yes its same for all transfer learning model
@nipamghorai3217
@nipamghorai3217 4 месяца назад
Where is the github link
@bushranajeeb6374
@bushranajeeb6374 2 года назад
Can you please share your github link?
@harvardyard79
@harvardyard79 3 года назад
This video actually helped me with my project when so many other articles and videos I searched for did not. Only question I have is the same as a couple other comments: why do we set a validation ratio of 0.4 when we already have separate folders? Oh well it works so thanks!
@MrKhan-fp4hv
@MrKhan-fp4hv 2 года назад
I have tried this code but after model. Fit it shows error in confusion matrix code from starting for loop
@easieml
@easieml 2 года назад
Sir, could you please tell how to predict the test_data in the multi class model? or if anyone know then please help.
@mohammedinayath6969
@mohammedinayath6969 Год назад
Did you complete this?
@zahrafatima2062
@zahrafatima2062 3 года назад
can you share code
@chrattiya
@chrattiya 3 года назад
I ran the code in google colab I found error when compile model PIL.UnidentifiedImageError: cannot identify image file
@usmanmalik4394
@usmanmalik4394 2 года назад
where did you get the code ??? i didn't found the file ???
@md.samiulhaque4411
@md.samiulhaque4411 2 года назад
Can you please provide code?
@REDROSE-be3br
@REDROSE-be3br 2 года назад
predictions = Dense(train_generator.num_classes, activation="softmax")(x) I am getting an error "Inputs to a layer should be tensors."
@boutheynabiba3437
@boutheynabiba3437 Год назад
send me the source code plz
@tanviran
@tanviran Год назад
Source code, please?
@RAZZKIRAN
@RAZZKIRAN 2 года назад
share the code or github link
@shreyasb.s3819
@shreyasb.s3819 3 года назад
Share the code
@ashitoshtilve5677
@ashitoshtilve5677 3 года назад
Can i please get this code?
@prohit3074
@prohit3074 3 года назад
yess plzzz
@ibdour1200
@ibdour1200 2 года назад
Hello Dr i am try to traning my own binary dataset . binary classfication . and i do all step with you but add my own data . in final cell i have an type error message : Invalid keyword argument(s) in `compile()`: ({'matrics'},). Valid keyword arguments include "cloning", "experimental_run_tf_function", "distribute", "target_tensors", or "sample_weight_mode". can you help me please 🤗 and thank you for this video .
@ibdour1200
@ibdour1200 2 года назад
base_model = ResNet50(include_top=False, weights='imagenet') x = base_model.output x = GlobalAveragePooling2D()(x) x = Dense(1024, activation='relu')(x) predictions = Dense(train_generator.num_classes,activation='softmax')(x) model=Model(inputs=base_model.input,outputs=predictions) for layer in base_model.layers: layer.trainable = False model.compile(optimizer ='adam', loss= 'binary_crossentropy', metrics =['accuracy']) model.fit(train_generator,epochs = 10) this is my modify to use it with binary .
@diseaseddates4242
@diseaseddates4242 2 года назад
where us tge github ?
@indalasadhvika5706
@indalasadhvika5706 2 года назад
Please provide github link
@otuntwa
@otuntwa 3 года назад
Can you please post your Github link?
@divyadharshinikarthikeyan6561
@divyadharshinikarthikeyan6561 3 года назад
Did you find it? If yes please comment.
@otuntwa
@otuntwa 3 года назад
No I didnt find it
@ccna_and_ceh_tutorials_
@ccna_and_ceh_tutorials_ 3 года назад
Can you show the same based on CNN?
@whenmathsmeetcoding1836
@whenmathsmeetcoding1836 3 года назад
sure video is already there on my youtube channel ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-uqomO_BZ44g.html
@ccna_and_ceh_tutorials_
@ccna_and_ceh_tutorials_ 3 года назад
@@whenmathsmeetcoding1836 bro data_prepricessing file only worked for me. Resnet50.pynb not working.. I don't know why😒.. Can you clear my doubts ❔
@whenmathsmeetcoding1836
@whenmathsmeetcoding1836 3 года назад
@@ccna_and_ceh_tutorials_ sure did you follow all steps from video..
@ccna_and_ceh_tutorials_
@ccna_and_ceh_tutorials_ 3 года назад
@@whenmathsmeetcoding1836 I will check once again, if any error, please guide me
@ccna_and_ceh_tutorials_
@ccna_and_ceh_tutorials_ 3 года назад
Bro while processing resnet50, Model.save module, Error is unicode error
@sagniksarkar7796
@sagniksarkar7796 3 года назад
Everytime i get this error : Image transformations require SciPy. Install SciPy. In x,y = test_generator.next()
@mrityunjoydey4371
@mrityunjoydey4371 3 года назад
try it in google colab
@wilbertleray2403
@wilbertleray2403 Год назад
i got same error plss tell how you fix this
@StaMariaRock
@StaMariaRock Год назад
The code worked perfectly, but I have a question about the GPU processing speed. I have no much experience, but while training other datasets my GPU was able to process even bigger and as much complex as this one way faster, so my question is, if someone knows why is this so slow (I guess is related to ResNet50, based on a quick google) but I might like to know exactly why Thanks so much
@mkproduction413
@mkproduction413 Год назад
From where you get this code?
@pooviladk8365
@pooviladk8365 3 года назад
predictions=Dense(X_train.num_classes,activation='softmax')(x) 6 model=Model(inputs=base_model.input,outputs=predictions) 7 AttributeError: 'numpy.ndarray' object has no attribute 'num_classes' help me to overcome it
@SaurabhSingh-ex6vl
@SaurabhSingh-ex6vl 3 года назад
Number classes you have defined at beginning of model check it
@REDROSE-be3br
@REDROSE-be3br 2 года назад
"Inputs to a layer should be tensors." I am getting errors like this
@lovemathitlovesyouback3218
@lovemathitlovesyouback3218 2 года назад
can you post the above code
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