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How can we use Nadam optimizer in place of sgdm in training deep learning networks
You cannot do this using trainNetwork. You need to use a dlnetwork with a <https://uk.mathworks.com/help/deeplearning/ug/train-n...

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brain tumor code errors
Looks like your version of MATLAB predates the |OutputNetwork| training option, which was introduced in R2021b.

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Deep learning with partitionable datastores on a cluster
This error message is incorrect. It should say that your datastore is not PartionableByIndex. This was fixed in R2022a. As long...

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i need to utilize fully of my GPUs during network training!
It's hard to be sure from the info you provide but it looks like the filesystem is your bottleneck. If you cannot load the next ...

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Overcoming VRAM limitations on Nvidia A100
Just increase the MiniBatchSize and it'll use more memory.

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i have problem in testing my network , i design cnn network to detect forged frames from videos i used 16 video for training and 4 for testing error: Out of memory on device
Try reducing the |MiniBatchSize|.

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CUDA_ERROR_CONTEXT_IS_DESTROYED when calling gpuArray after simulations on GPU
Probably MCXLab is doing something bad to your GPU. Try adding |wait(gpuDevice)| after your MCXLab code.

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Error when processing on HPC: Unable to allocate space for the FFT calculation. This might be due to insufficient memory on the GPU.
At a guess you are trying to share one GPU between multiple workers on a pool. Depending on how work is scheduled one or two wor...

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nVidia GPU image processing suppo
https://www.google.com/search?q=MATLAB+gpu+image+processing&rlz=1C1GCEB_enGB1009GB1009&oq=MATLAB+gpu+image+processing&aqs=chrome...

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How can I use GPU in regression learner app?
You cannot use the GPU through the classification and regression learner apps yet.This documentation page lists the Regression f...

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how to run a function on GPU cores
It's probably best to read the extensive documentation available online that should give you a complete picture of how to levera...

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Custom Layer Learnable Parameters Initialization.
This is now supported via the optional method initialize: https://www-integ2.mathworks.com/help/deeplearning/ug/define-custom-de...

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Disable the gpu.
As soon as you start MATLAB type setenv CUDA_VISIBLE_DEVICES -1 MATLAB will no longer recognise any GPU for computation.

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Algorithm to extract linearly dependent columns in a large scale [-1,1] matrix ( 10^5 by 10^6)
You might consider using distributed arrays on an HPC cluster.

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Accuracy problems using mldivide on GPU
The answer is not less accurate, it is just as inaccurate. What you have are 60001 massively overdetermined systems generated by...

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When training a neural network does every training image need to have every pixel class?
The answer to question 1 is no. The answer to question 3 is that probably 126 training images is not sufficient, you might need ...

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How to use Sum and Dot function in GPU computation with arrayfun?
You cannot perform vector operations in GPU arrayfun. The a and b arguments to your function are not the whole array, they are t...

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Double precision in deep learning
This is possible with a |dlnetwork| but it is (currently) more of a workaround than anything else. Once your dlnetwork is ready ...

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When I want to train Fully convolutional neural network, I have the following error
I suspect your best bet here is to upgrade MATLAB to a more recent version. Many of these bugs will be fixed with newer versions...

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Error saying ''Dot Indexing is not supported for variables of this type".
This could be a bug, especially if you didn't modify the example code. What is the data you passed to |adamupdate|?

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YoloV4 - Out of memory
Generally the best solution here is to reduce the size of the input data. Still, these object detector networks do seem to be...

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Why is my GPU code faster with the profiler on in RTX GPUs?
This is due to an optimization which is not performing ideally under memory pressure. If you reduce the size of your input you'l...

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Conflicting behaviour of arrayfun() with gpu: example that works and example of error
The function normcdf isn't supported by GPU arrayfun because it accepts varargin. For a list of supported functions see the docu...

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How to initialize a string variable, and pass it to the matlab function using GPU coder
MATLAB and Simulink code generation do not currently support string. Edit: Sorry, my bad, it does support scalar strings, but n...

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need to plot the accuracy vs epoch graph
Add Plots="training-progress" to your training options. FWIW, you shouldn't use ReadFcn for resizing images, it dramatically sl...

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Update BatchNorm Layer State in Siamese netwrok with custom loop for triplet and contrastive loss
Interesting question! The purpose of batch norm state is to collect statistics about typical inputs. In a normal Siamese workflo...

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gpu arrayfun don't support linspace or NaN array
You cannot create an array inside a call to GPU arrayfun, only scalars.

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GPU Support for RTX 4090
Forgive me for needing to correct Walter, but the last three versions of MATLAB _will_ natively support the 4000 series because,...

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mexcuda gives unsupported GNU version error
R2022a uses CUDA 11.2, not 11.7. I suspect that the actual compiler that ends up being used is the version of nvcc shipped with ...

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GPU speed up for pcg() is disappointing
I'm guessing LL' is extremely dense, which will explain why the solver stalls. On the GPU the preconditioning is (currently) per...

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